DevOps AI Prompts

2,728 free, production-ready AI prompts for DevOps and platform engineers — across 36 stacks including Kubernetes, Terraform, OpenStack, Linux, and Docker. Every prompt is copy-paste ready for Claude, ChatGPT, or Cursor, with fill-in placeholders, a worked example, and production-safety notes.

New here? Start with beginner-friendly prompts, or run & compare any prompt in the Prompt Workspace.

2,728 prompts

• Prometheus & Monitoring Advanced

  SLO Error Budget & Multi-Window Burn Rate Alerts Prompt

  Design SLO-based alerts — error budgets, multi-burn-rate alerting, SLI selection, burn budget calculation.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes etcd Health, Backup & Restore Prompt

  Operate the etcd backing store — health checks, snapshot backup, defragmentation, leader election issues, restore from snapshot.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova Live Migration Troubleshooting Prompt

  Diagnose Nova live migration failures — shared storage requirements, block migration, network bandwidth, CPU compatibility, error 'migration aborted'.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Cluster Upgrade Pre-Flight Planning Prompt

  Pre-upgrade safety review of a Kubernetes cluster going N → N+1 (or N+2 skip) — deprecated APIs, removed features, control-plane & node ordering, workload compatibility.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Vault Secrets Management Prompt

  Use Ansible Vault — encrypt secrets, vault IDs, multi-vault setups, integration with external secret managers.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  OpenStack Upgrade Pre-Flight Review Prompt

  Pre-upgrade safety review of an OpenStack cluster moving release N → N+1 — config drift, deprecated options, DB migrations, breaking changes, service ordering.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Grafana Loki + Prometheus Correlation Prompt

  Correlate metrics and logs in Grafana — exemplars from Prometheus to traces, derived fields from Loki, jump from spike to log line.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Chart Review Prompt

  Get a senior-engineer review of a Helm chart — values hygiene, template correctness, security defaults, upgrade safety.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Intermediate

  Infrastructure as Code Security Review Prompt

  AI security review of Terraform, CloudFormation, or Helm charts — surface dangerous defaults, missing encryption, overly-permissive IAM, and exposed services.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Pod Troubleshooting Prompt

  Diagnose any misbehaving pod — pending, evicted, networking-broken, storage-stuck, or just plain slow — with a structured AI walkthrough.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  Linux Server Hardening Prompt

  Walk an AI through a CIS-style hardening review of a Linux server — services, users, SSH, kernel parameters, file permissions — with safe, ordered remediation.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Dangerous Terraform Changes Review Prompt

  Scan a `terraform plan` output for changes that will silently destroy data, cause outages, or trigger irreversible mutations.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Module Review Prompt

  Get a senior-engineer review of a Terraform module — variable hygiene, state safety, security defaults, drift resistance.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  Linux mdraid Software RAID Recovery Prompt

  Recover from degraded or failed mdraid arrays — failed disk, missing member, resync stuck, replacing drives without losing data.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux OOM Kill & Memory Pressure Investigation Prompt

  Diagnose OOM kills, memory pressure, swap thrashing, slab bloat, and cgroup memory limit failures on Linux servers from dmesg OOM banners and /proc data.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Resource Limits & OOMKilled Tuning Prompt

  Tune CPU/memory requests and limits to stop OOMKilled, fix throttling, right-size HPA targets, and avoid noisy-neighbor scheduling issues.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux `perf` & Flame Graph Profiling Prompt

  Profile a Linux process with `perf record` and generate flame graphs to find CPU hotspots, off-CPU waits, and frequent stack patterns.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Neutron Networking Debug Prompt

  Diagnose Neutron networking failures — unreachable VMs, broken security groups, missing floating IPs, OVS/OVN flow issues — from CLI output and agent logs.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD → Kubernetes Deploy Patterns Prompt

  Design GitLab CI/CD pipelines that deploy to Kubernetes — kubectl vs Helm vs Kustomize, secrets handling, multi-environment promotion, GitOps comparison.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Pipeline Optimization Prompt

  Speed up slow GitLab pipelines — DAG with `needs:`, cache vs artifacts, parallel jobs, image pre-builds, dependency proxy, and shallow clones.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Pod Lifecycle & Graceful Shutdown Prompt

  Design and debug pod lifecycle — preStop hooks, terminationGracePeriodSeconds, SIGTERM handling, connection draining, readiness probe behavior on shutdown.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform State Backend Design Prompt

  Design Terraform state backend — S3+DynamoDB, GCS, Azure Blob, encryption, locking, versioning, cross-account access.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Beginner

  Incident Postmortem Drafter Prompt

  Convert raw incident notes, Slack threads, and timelines into a blameless postmortem draft.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  OpenStack VM Troubleshooting Prompt

  Diagnose Nova VM boot failures, networking issues, and stuck instances using nova/openstack CLI output.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Alert Rule Generator Prompt

  Generate production-quality Prometheus alerting rules with sensible thresholds, labels, and runbook annotations.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Server Troubleshooting Prompt

  Help diagnose CPU, memory, disk, network, and service issues on Ubuntu or RHEL servers from raw command output.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Jenkins Intermediate

  Jenkins Agent & Executor Label Strategy Prompt

  Design a Jenkins agent and label scheme so jobs land on the right node — build tools, OS, GPU, network zone — without pinning to a single machine, overloading executors, or leaving capacity idle.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Artifact & Cache Strategy Prompt

  Design how a Jenkins pipeline stores and reuses artifacts and caches — archiving, stash/unstash between stages, external artifact repos, and cache keys — so builds are fast and outputs are traceable.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Backup & Disaster Recovery Prompt

  Design a Jenkins backup and disaster-recovery plan — what in JENKINS_HOME to back up, how often, where to store it, and a tested restore runbook so a controller loss isn't a catastrophe.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Blue-Green & Canary Deploy Pipeline Prompt

  Build a Jenkins pipeline that ships with blue-green or canary rollout — deploy alongside the current version, verify, shift traffic gradually or cut over, and roll back on failed health checks.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Configuration as Code (JCasC) Prompt

  Move a hand-clicked Jenkins controller to Configuration as Code — capture global config, security realm, clouds, and tools in YAML so the controller is reproducible, reviewable, and rebuildable from scratch.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Controller Scaling & Performance Prompt

  Diagnose and fix a slow, overloaded Jenkins controller — JVM heap and GC, build-record bloat, too many executors on the controller, plugin overhead, and offloading work to agents.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Credentials Management & Masking Prompt

  Set up Jenkins credentials the safe way — scoped credential stores, withCredentials bindings, masking, and avoiding the classic leaks where a token lands in the console log or a Groovy string.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Declarative Pipeline Design Prompt

  Design a clean, maintainable declarative Jenkinsfile from scratch — stages, agents, environment, post conditions, and options — instead of a sprawling freestyle or scripted mess.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Dependency Caching Prompt

  Speed up Jenkins builds by caching package-manager dependencies (Maven/Gradle, npm/yarn/pnpm, pip, Go modules) correctly — right cache keys, restore/save timing, and invalidation — especially on ephemeral agents that start empty.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Migrate to Ephemeral Agents Prompt

  Move from long-lived static Jenkins agents to ephemeral, provisioned-on-demand agents (cloud VMs or containers) — so every build starts from a clean image, capacity scales to zero, and snowflake nodes disappear.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Freestyle to Pipeline Migration Prompt

  Convert a legacy freestyle Jenkins job — with its build steps, post-build actions, plugin config, and parameters — into an equivalent, version-controlled Jenkinsfile without losing behavior.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Jenkinsfile Review & Refactor Prompt

  Review an existing Jenkinsfile for correctness, security, and maintainability problems, then refactor it — tighten stages, fix credential leaks, add missing post/timeout blocks, and remove copy-paste.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Kubernetes Agents Prompt

  Run Jenkins builds on ephemeral Kubernetes pod agents — pod templates, container-per-tool, resource requests, and workspace handling — so build capacity scales on demand and every build starts clean.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Monorepo Pipeline Prompt

  Design a Jenkins pipeline for a monorepo that builds and tests only the components affected by a change — path-based change detection, per-service stages, and correct dependency ordering — instead of rebuilding everything every time.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Multibranch Pipeline Prompt

  Set up a Jenkins multibranch pipeline that auto-discovers branches and PRs, builds each from its own Jenkinsfile, and cleans up stale jobs — with sensible triggers, filters, and PR-vs-branch behavior.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Beginner

  Jenkins Notifications (Slack & Email) Prompt

  Wire useful Jenkins build notifications — Slack and email that fire on the right events, target the right people, and carry actionable context — without spamming channels on every green build.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Parallel & Matrix Stages Prompt

  Speed up a slow Jenkins pipeline with parallel stages and the declarative matrix — fan out tests across OS/version combos, run independent stages concurrently, and fail fast without starving executors.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Pipeline Observability Prompt

  Make Jenkins pipelines observable — build duration and stage-level metrics, failure-rate and queue-time tracking, log aggregation, and dashboards — so you can see where builds are slow, flaky, or queued.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Plugin Selection & Hygiene Prompt

  Audit and prune a Jenkins plugin set — remove abandoned/duplicate plugins, resolve dependency conflicts, pin versions, and keep the attack surface and upgrade risk small.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Scripted Pipeline Design Prompt

  Write a scripted (Groovy) Jenkins pipeline for the cases declarative can't express cleanly — dynamic stage generation, complex loops, and conditional flow — without turning it into unmaintainable Groovy spaghetti.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Security Hardening & RBAC Prompt

  Harden a Jenkins controller — script security/sandbox, matrix or role-based authorization, agent isolation, CSRF and CLI settings, and least-privilege — so a shared instance isn't a soft target.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Shared Library Design Prompt

  Design a Jenkins shared library that factors repeated pipeline logic into reusable steps (vars/) and classes (src/) so dozens of Jenkinsfiles stay thin, consistent, and testable.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Test Reporting & Quality Gates Prompt

  Publish test, coverage, and static-analysis results in Jenkins and enforce quality gates — JUnit/coverage trends, thresholds that fail the build, and warnings-as-errors — so quality regressions can't merge silently.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Intermediate

  Jenkins Upgrade Strategy Prompt

  Plan a safe Jenkins core and plugin upgrade — LTS line choice, staging test, plugin-compatibility check, backup, and rollback — so upgrading doesn't take pipelines down or brick the controller.

  • Claude
  • ChatGPT
  Open prompt
• Jenkins Advanced

  Jenkins Vault Secrets Integration Prompt

  Pull secrets into Jenkins pipelines from HashiCorp Vault at runtime — auth method, short-lived tokens/leases, the Vault plugin or CLI, and dynamic secrets — so credentials aren't stored statically in Jenkins.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu azurerm Backend Configuration Prompt

  Configure a secure OpenTofu state backend on Azure Blob Storage with blob versioning, lease-based locking, and RBAC-scoped access.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu CI/CD Pipeline Design Prompt

  Design a safe OpenTofu CI/CD pipeline — fmt/validate, plan-on-PR with a saved plan artifact, gated apply-on-merge, locking, and least-privilege cloud auth.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu Cost Review Prompt

  Estimate and review the cost impact of an OpenTofu change from the plan before it ships, catching expensive resources and runaway for_each fan-out.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu Dependency Lock File Management Prompt

  Manage the OpenTofu dependency lock file so provider hashes are complete across every CI and developer platform, and upgrades are auditable in review.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu Drift Detection & Remediation Prompt

  Detect configuration drift between OpenTofu state and live infrastructure, classify each drift, and choose the safest remediation — reconcile, import, or accept.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu for_each & dynamic Block Patterns Prompt

  Replace copy-pasted resources with clean for_each and dynamic patterns in OpenTofu, using stable keys so adding one item never churns the others.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTofu Intermediate

  OpenTofu GCS Backend Configuration Prompt

  Configure a secure, versioned Google Cloud Storage backend for OpenTofu state with object versioning, CMEK encryption, and least-privilege service accounts.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu HTTP Backend Configuration Prompt

  Wire OpenTofu to an HTTP state backend (e.g. GitLab-managed or a self-hosted REST state service) with locking, auth, and TLS handled correctly.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu Integration Testing in Ephemeral Environments Prompt

  Design end-to-end integration tests that provision real infrastructure in a throwaway environment using tofu test apply runs, assert on live outputs, and always clean up.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu Module Design Patterns Prompt

  Design a reusable OpenTofu module with a clean input/output contract, sane defaults, validation, and composition boundaries that scale across teams.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTofu Advanced

  OpenTofu moved & removed Block Refactor Prompt

  Refactor OpenTofu resource addresses safely using moved and removed blocks so renames and restructures never trigger a destroy-and-recreate.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTofu Intermediate

  OpenTofu Multi-Environment Layout Prompt

  Design a repository and state layout for dev/staging/prod in OpenTofu that maximizes shared modules while keeping environments independently applied and blast-radius bounded.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu Override & .tofu Files Prompt

  Use OpenTofu override files and .tofu file extensions deliberately — for local dev overrides and OpenTofu-specific config — without hiding surprises from the next engineer.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu Plan Diff Debugging Prompt

  Explain why a `tofu plan` shows an unexpected diff or perpetual change, and pin down the exact attribute and cause behind a forced replacement.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu Plan Review Prompt

  Turn a `tofu plan` into a structured risk review that flags replacements, destroys, and sensitive changes before anyone approves an apply.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTofu Advanced

  OpenTofu Policy-as-Code Prompt

  Add automated policy enforcement to an OpenTofu pipeline using OPA/Conftest or Sentinel-style checks against the plan JSON, gating risky changes before apply.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu Provider Version Pinning Prompt

  Set correct version constraints for OpenTofu itself and every provider so builds are reproducible, upgrades are deliberate, and shared modules stay compatible.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu Registry & Module Sourcing Prompt

  Choose and pin module sources correctly in OpenTofu — the OpenTofu Registry, Git, or a private registry — with version constraints that stay reproducible and auditable.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu Remote State Data Sources Prompt

  Design how one OpenTofu stack consumes another's outputs via terraform_remote_state versus native provider data sources, minimizing coupling and blast radius.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu S3 Backend Configuration Prompt

  Stand up a secure, locked, versioned S3 backend for OpenTofu state — encryption, native S3 locking, IAM scoping, and state-path layout.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu Secrets Handling Prompt

  Keep secrets out of OpenTofu code and state — sourcing from a secrets manager, marking values sensitive, and pairing with native state encryption so nothing leaks.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu State Import & Migration Prompt

  Bring existing, unmanaged infrastructure under OpenTofu safely using import blocks and generated config, or move resources between state files without recreating them.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Advanced

  OpenTofu Teardown & Rollback Safety Prompt

  Plan a safe teardown or rollback of OpenTofu-managed infrastructure with data protection, dependency ordering, and a tested recovery path before you destroy anything.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu Version Upgrade Prompt

  Plan a safe upgrade of the OpenTofu CLI across a fleet — reading the changelog for state-format and breaking changes, staging the rollout, and pinning versions in CI.

  • Claude
  • ChatGPT
  Open prompt
• OpenTofu Intermediate

  OpenTofu Workspace Strategy Prompt

  Decide when OpenTofu workspaces are the right tool versus directory-per-environment, and design a workspace layout that will not surprise you at apply time.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Automation API Programmatic Deployments Prompt

  Design a programmatic deployment layer with the Pulumi Automation API — driving stacks from your own code or service — so you can build self-service infra, custom orchestration, and platform APIs without shelling out to the CLI.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi CI/CD Pipeline Design Prompt

  Design a Pulumi CI/CD pipeline — preview on PR, gated apply on merge, per-environment promotion — so infrastructure changes are reviewed as diffs and deployed by automation, not laptops.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Component Resource Design Prompt

  Design reusable Pulumi ComponentResources with typed inputs, clean outputs, and proper parenting so platform teams ship opinionated building blocks instead of copy-pasted resource soup.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Config & Secrets with ESC Prompt

  Design Pulumi configuration and secret handling across stacks — including Pulumi ESC environments — so config is DRY, secrets stay encrypted, and no plaintext credential ever lands in git.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Cost Estimation & Guardrails Prompt

  Add cost visibility and guardrails to Pulumi — estimate the spend impact of a change before apply and block cost blowouts in CI — so infrastructure cost is reviewed like any other diff.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Cross-Stack References & Outputs Prompt

  Wire Pulumi stacks together with StackReferences and exported outputs so downstream stacks consume upstream infrastructure through a stable contract instead of hardcoded IDs or circular dependencies.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Drift Detection Prompt

  Set up Pulumi drift detection with refresh and scheduled checks so out-of-band changes to your infrastructure are caught, triaged, and reconciled before they cause an incident.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Dynamic Providers Design Prompt

  Design a Pulumi dynamic provider to manage a resource no existing provider covers — a SaaS API, internal service, or custom lifecycle — with correct create/update/delete and diff semantics.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Import of Existing Resources Prompt

  Bring existing cloud resources under Pulumi management with pulumi import — generating code and adopting state — so clickops and legacy infrastructure become IaC without downtime or recreation.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Migrating from Terraform to Pulumi Prompt

  Plan a Terraform-to-Pulumi migration — convert with tf2pulumi, adopt existing state, or run both side by side — so you move to real-language IaC without recreating live infrastructure.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Monorepo Layout Prompt

  Structure a Pulumi monorepo — projects, shared component packages, and affected-stack CI — so many teams share one repo without slow, fragile, everything-deploys-on-every-commit pipelines.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Multi-Language Patterns Prompt

  Choose a Pulumi language and apply idiomatic patterns — handling Output<T>, apply/all, async, and typing — in TypeScript, Python, Go, or C# so programs are readable and correct rather than fighting the SDK.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi CrossGuard Policy-as-Code Prompt

  Author Pulumi CrossGuard policy packs that enforce security, tagging, and cost guardrails at preview and deploy time so non-compliant infrastructure is blocked before it exists.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Preview & Diff Review Prompt

  Read a Pulumi preview like a code review — distinguishing safe updates from replacements and deletes — so a destructive change is caught in the plan instead of after the apply.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Project & Stack Design Prompt

  Lay out a Pulumi project and its stacks — one program, many environments — so config, state, and blast radius are cleanly separated instead of forked per environment.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Provider Credential Injection Prompt

  Inject cloud provider credentials into Pulumi securely — OIDC federation, ESC dynamic credentials, and per-environment scoping — so no long-lived cloud key ever sits in config, CI secrets, or a laptop.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Provider Setup & Versioning Prompt

  Set up and pin Pulumi providers correctly — plugin versions, SDK versions, and explicit provider instances — so deployments are reproducible and a provider upgrade never surprises you with silent diffs.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi RBAC & Stack Permissions Prompt

  Design Pulumi Cloud RBAC — teams, stack permissions, and environment boundaries — so engineers can deploy what they own and nothing else, with prod behind stricter gates than dev.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Refactoring with Aliases Prompt

  Refactor a Pulumi program — renaming, re-parenting, and moving resources between components — using aliases so changes update in place instead of destroying and recreating live infrastructure.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Resource Options Review Prompt

  Apply Pulumi resource options correctly — dependsOn, protect, ignoreChanges, aliases, deleteBeforeReplace, retainOnDelete — so ordering, protection, and refactors behave exactly as intended instead of causing surprise replacements.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi Secrets Encryption: KMS vs Passphrase Prompt

  Choose and configure the Pulumi secrets encryption provider — passphrase, cloud KMS, or Pulumi Cloud — so secret config and state are encrypted with keys your team can rotate and audit.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Advanced

  Pulumi State Backend Choice Prompt

  Choose and configure a Pulumi state backend — Pulumi Cloud vs self-managed S3/Azure Blob/GCS — with the right secrets provider, locking, and access control so state is durable, private, and team-safe.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Logging & Deployment Observability Prompt

  Make Pulumi deployments observable — structured logs, event streaming, update metadata, and diagnostics — so failed or slow applies are debuggable and every change is auditable after the fact.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Teardown Safety Prompt

  Tear down Pulumi stacks safely — protecting stateful resources, ordering deletes, and backing up data first — so `pulumi destroy` cleans up ephemeral environments without nuking something irreplaceable.

  • Claude
  • ChatGPT
  Open prompt
• Pulumi Intermediate

  Pulumi Unit & Integration Testing Prompt

  Design a Pulumi test strategy — fast unit tests with mocks plus real integration tests — so component logic and deployed behavior are both verified before infrastructure changes ship.

  • Claude
  • ChatGPT
  Open prompt
• Filebeat Advanced

  Filebeat Conditional Output Routing Design Prompt

  Route events from a single Filebeat to different Elasticsearch data streams, indices, or ingest pipelines based on conditions, so each log type lands in the right place with the right retention without running multiple agents.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Filestream High-Volume Harvester Scaling Prompt

  Scale the filestream input on high-volume hosts so thousands of active files are harvested promptly without exhausting file descriptors, stalling the scanner, or letting slow outputs starve the harvesters.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Intermediate

  Filebeat Timestamp and Date Parsing Design Prompt

  Set @timestamp from the event's own log time — across mixed formats and timezones — so documents sort by when the event happened, not when Filebeat read them, without dropping unparseable lines.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Design a Logstash-to-Elasticsearch Mapping & Index Template Strategy

  Design the index templates, dynamic-mapping controls, and field hygiene that keep a Logstash elasticsearch output from triggering mapping conflicts, field-limit explosions, and mapper_parsing_exception rejections at scale.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Design Logstash Multiline Log Assembly for Stack Traces and Multi-Line Events

  Design and place multiline handling correctly — assembling stack traces and multi-line application logs into single events using the codec at the input (or the Filebeat multiline settings), without merging unrelated lines or corrupting ordering under load.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Build a Logstash Pipeline Testing and CI/CD Validation Strategy

  Design a test harness and CI gate for Logstash pipelines — config validation, filter unit tests with sample-in/expected-out fixtures, and a safe promotion flow — so config changes ship without breaking parsing or silently dropping events in production.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Build a Per-Tenant Loki Cost Attribution and Chargeback Model

  Turn Loki's ingest, storage, and query metrics into a defensible per-tenant cost model — attributing object-storage bytes, ingest volume, and query load back to teams so you can produce showback/chargeback reports and drive down the biggest spenders.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Tune Loki Ingester WAL and Replay for Safe Crash Recovery

  Configure and validate the Loki ingester write-ahead log, flush-on-shutdown behaviour, and replay memory ceiling so an ingester crash or rollout replays cleanly without losing recent logs, OOMing on startup, or stalling the write path.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Tune Loki's Query Frontend, Scheduler, and Query Sharding

  Design the Loki read-path parallelism stack — query splitting, TSDB query sharding, the query-scheduler queue, and per-tenant outstanding-request limits — so large queries fan out cleanly instead of stalling, timing out, or overflowing the queue.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Collector Gateway Scaling & HA Prompt

  Design a horizontally scalable, highly available OpenTelemetry Collector gateway tier — autoscaling, load balancing, queue persistence, and zero-loss rolling upgrades — so telemetry survives replica churn and traffic spikes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Collector Routing & Multi-Backend Fan-out Prompt

  Design a routing-connector-based OpenTelemetry Collector topology that fans telemetry out to multiple backends or tenants by attribute — with per-route processors, failover, and cost tiers — without duplicating data or dropping unmatched signals.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry OTTL Transform & PII Redaction Prompt

  Design OTTL-based transform, redaction, and filter processors in the OpenTelemetry Collector to scrub PII, drop noisy telemetry, and reshape attributes fleet-wide — safely, without breaking correlation or silently deleting signal.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Choose and Design the Right Telegraf Input Plugin for a Source

  Pick the best Telegraf input plugin for a given data source (an app, host, API, log, queue, or device) and produce a production-ready inputs configuration with the right tags, fields, interval, and parser — instead of guessing between exec, http, prometheus, and a native plugin.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Design Durable Telegraf Output Delivery and Failover

  Architect Telegraf output delivery so metrics survive a long output outage: per-output buffer isolation, a disk-backed spool, a secondary/failover output, and correct retry and timeout semantics — instead of silently dropping data the moment the primary destination stalls.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Design a Telegraf Processor and Aggregator Pipeline

  Design an ordered Telegraf processor + aggregator pipeline — tag and field transforms, renaming, dedup, rate/derivative, and windowed aggregation — so metrics arrive at the output clean, correctly typed, and at the right resolution, with the ordering and `order`/`drop_original` semantics right the first time.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics Downsampling ROI and Storage Cost Forecasting Prompt

  Model the dollar and disk impact of downsampling and retention changes in VictoriaMetrics — projecting storage growth, per-tier savings, and payback — so cost decisions are made on arithmetic instead of vibes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics MetricsQL Slow-Query Profiling Prompt

  Profile and triage slow or expensive MetricsQL queries in production — using top_queries, active_queries, query traces, and TSDB status — to find which queries hurt vmselect and why, before rewriting them.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics vmagent Scrape Target Debugging Prompt

  Systematically diagnose down, missing, or flapping scrape targets in vmagent — walking service discovery, relabeling drops, and scrape failures — so metrics stop silently disappearing from VictoriaMetrics.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Docker Autodiscover with Hints Prompt

  Design a Filebeat Docker autodiscover configuration driven by container labels (hints) so per-service multiline, modules, and JSON parsing are applied automatically as containers come and go.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Internal Queue & Backpressure Tuning Prompt

  Tune Filebeat's internal memory/disk queue and understand its backpressure model so the shipper absorbs bursts, survives output outages, and never loses acknowledged events.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat close_* and clean_* Options Tuning Prompt

  Tune Filebeat's harvester close_* and registry clean_* options so file handles release promptly, deleted files stop being held open, and registry state is purged without dropping in-flight data.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Intermediate

  Filebeat container Input Design Prompt

  Configure the Filebeat container input to read CRI/Docker JSON log files correctly, parsing the runtime envelope, stream (stdout/stderr), and partial-line reassembly before application parsing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Elasticsearch Output Tuning Prompt

  Tune the Filebeat Elasticsearch output — bulk sizing, worker count, compression, and load balancing — so ingest keeps up with log volume without overwhelming the cluster.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat filestream vs log Input Migration Prompt

  Plan and execute a safe migration from the deprecated log input to the filestream input, preserving read state so you neither re-ship old data nor drop lines during the cutover.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat ILM & Index Template Design Prompt

  Design Filebeat's index lifecycle management, index template, and alias/rollover strategy so log indices roll over cleanly, age through hot/warm/cold, and delete on schedule.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Intermediate

  Filebeat include_lines and exclude_lines Design Prompt

  Design regex-based include_lines and exclude_lines filters at the Filebeat harvester so noisy log lines are dropped at the source, cutting volume before events ever reach the output or pipeline.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Ingest Pipeline Integration Prompt

  Design and wire an Elasticsearch ingest pipeline to a Filebeat output so parsing, enrichment, and field mapping happen at ingest time with clean error handling.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Intermediate

  Filebeat journald Input Design Prompt

  Design a Filebeat journald input that reads the systemd journal directly with the right unit and field filters, cursor-based state, and field mapping so you skip fragile file-path guessing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Kafka Output Design Prompt

  Design a Filebeat -> Kafka output — topic/partition strategy, keying, acks, compression, and delivery semantics — so logs land in Kafka durably and in balanced partitions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Intermediate

  Filebeat Keystore & Secrets Management Prompt

  Move Filebeat credentials, API keys, and TLS material out of plaintext config into the Filebeat keystore or mounted secrets, with a rotation plan and no secrets in images or logs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Kubernetes Autodiscover Design Prompt

  Design a Filebeat Kubernetes autodiscover configuration that harvests pod logs with correct per-namespace and per-annotation parsing, enriches with kubernetes metadata, and handles the DaemonSet log-path layout.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Kubernetes DaemonSet Deployment Prompt

  Design a production Filebeat DaemonSet — volume mounts, RBAC, resource limits, hostPath registry, and tolerations — so every node ships container logs reliably without losing offsets on restart.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat to Logstash Output Design Prompt

  Design a robust Filebeat -> Logstash output — load balancing, pipelining, ack semantics, and TLS — so events flow reliably when Logstash sits between beats and Elasticsearch.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Intermediate

  Filebeat Monitoring & Observability Prompt

  Set up Filebeat self-monitoring and alerting — which libbeat metrics matter, how to ship them, and what thresholds signal lag, drops, or output failure before data is lost.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Intermediate

  Filebeat Multiline Pattern Design Prompt

  Design and test a Filebeat multiline parser that correctly stitches stack traces and multi-line log events into single documents without merging unrelated lines or losing the last event.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Beginner

  Filebeat Nginx Module Setup Prompt

  Configure the Filebeat nginx module to harvest access and error logs with correct paths, custom log-format handling, and the ingest pipeline so requests, status codes, and geo fields parse cleanly.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Intermediate

  Filebeat Processors: drop, rename, and add Fields Prompt

  Design a Filebeat processor chain (drop_fields, rename, add_fields, drop_event, dissect) at the input or global level to shape events at the edge before they leave the host.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Registry and Harvester Tuning Prompt

  Diagnose and tune Filebeat's registry and harvester behavior so file state stays accurate under heavy rotation, the registry does not bloat, and no file is re-read or dropped after restarts.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Beginner

  Filebeat System Module Setup Prompt

  Set up the Filebeat system module to harvest syslog and auth logs across distros, mapping the right journald or file paths and handling the auth fileset so login and sudo events parse into ECS.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat Throughput & Bulk Batching Tuning Prompt

  Diagnose and raise end-to-end Filebeat throughput by tuning batch sizing, worker concurrency, flush cadence, and compression against the real bottleneck instead of guessing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat TLS & Authentication to Elasticsearch Prompt

  Configure Filebeat's TLS, certificate verification, and authentication to a secured Elasticsearch cluster — API keys, roles, and least-privilege — without disabling verification.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Filebeat Advanced

  Filebeat to Elastic Agent Migration Prompt

  Plan and execute a migration from standalone Filebeat to Fleet-managed Elastic Agent — mapping inputs to integrations, preserving data streams, and cutting over without gaps or duplicates.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash Beats Input Design Prompt

  Design and harden a Logstash beats input that ingests from Filebeat/Metricbeat fleets at scale, with TLS, backpressure tuning, and clean field handling before filtering.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash Conditional Routing & Tags Prompt

  Design clean conditional logic and tagging in the Logstash filter section to branch parsing by event type, quarantine parse failures, and drive downstream routing — without fragile nested if/else.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash Date Filter & Timezone Prompt

  Design a Logstash date filter that parses event timestamps into @timestamp correctly across timezones, formats, and locales — eliminating time-skew, off-by-hours, and DST bugs in Kibana.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Handle the Logstash Dead Letter Queue End-to-End

  Enable and operate the dead letter queue (DLQ) — capturing events the elasticsearch output rejects, then building a reprocessing pipeline that reads dead_letter_queue input, fixes the root cause, and replays or quarantines events.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash Dissect Filter Design Prompt

  Design a Logstash dissect filter for fast, deterministic parsing of well-structured delimited logs — and know exactly when to prefer dissect over grok for throughput and clarity.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Tune the Logstash Elasticsearch Output for Throughput and Durability

  Design and tune the elasticsearch output plugin — bulk sizing, data streams vs index patterns, ILM, retries, and backpressure — so ingest is fast without dropping events or overwhelming the cluster.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash GeoIP Enrichment Prompt

  Design a Logstash geoip filter that enriches IP fields with geolocation and ASN data reliably — handling private IPs, database freshness, ECS field targets, and lookup failures.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  A Methodology for Debugging Logstash Grok and Pipeline Failures

  Systematically debug _grokparsefailure and pipeline processing issues — isolating the failing stage, using the grok debugger, taming catastrophic backtracking, and adding tag-on-failure routing instead of dropping events.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash Grok Pattern Authoring Prompt

  Author, optimize, and debug Logstash grok filters that parse messy multi-format logs reliably — avoiding catastrophic backtracking, with anchoring, custom patterns, and graceful failure handling.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash HTTP Input Design Prompt

  Design a Logstash http input that safely receives webhooks and application events over HTTP(S), with authentication, TLS, request validation, and codec handling before events enter the pipeline.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Logstash JDBC Input Incremental Ingest Prompt

  Design a Logstash jdbc input that incrementally pulls rows from a relational database using a tracking column, safe scheduling, and pagination — without re-reading the whole table or missing updates.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash JSON & KV Filter Design Prompt

  Design Logstash json and kv filters that safely expand embedded JSON and key-value payloads into structured fields — controlling field explosion, type conflicts, and mapping collisions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Tune the Logstash JVM and Heap

  Right-size Logstash JVM heap and GC — Xms/Xmx, GC choice, and off-heap usage — using node stats and GC logs to eliminate OOMs, long pauses, and throughput cliffs without over-allocating memory.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Logstash Kafka Input Design Prompt

  Design a resilient Logstash kafka input that consumes from topics with correct consumer-group semantics, partition-to-worker mapping, offset handling, and at-least-once delivery guarantees.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Design a Reliable Logstash Kafka Output

  Design the kafka output plugin for durability and ordering — acks, idempotence, partitioning, compression, and delivery semantics — so Logstash publishes to Kafka without silent data loss or duplication.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Manage Logstash Secrets with the Keystore

  Move credentials, API keys, and TLS passwords out of pipeline configs into the Logstash keystore — with secure creation, ${VAR} references, environment separation, and a rotation process that doesn't break running pipelines.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Build Logstash Monitoring and Observability

  Instrument Logstash with the node stats API, per-pipeline metrics, and dashboards/alerts — throughput, queue depth, filter/output latency, reloads, and failures — so you catch backpressure and drops before data is lost.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Structure Logstash Multiple Pipelines with pipelines.yml

  Migrate from a single monolithic config to multiple isolated pipelines via pipelines.yml — with per-pipeline workers, batch sizes, queue types, and config paths — for isolation, independent tuning, and cleaner ops.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Logstash Mutate Filter Design Prompt

  Design a correct, ordered Logstash mutate filter for renaming, converting, trimming, and reshaping fields — respecting mutate's fixed operation order to avoid subtle transform bugs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Tune Logstash Persistent Queues for Durability and Backpressure

  Size and tune the persistent queue (queue.type: persisted) — page size, max_bytes, checkpoint, and acking — to survive restarts and absorb bursts without unbounded disk use or throughput collapse.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Design a Logstash Pipeline-to-Pipeline Architecture

  Architect pipeline-to-pipeline communication — the distributor, collector/output-isolator, and forked-path patterns — to decouple ingest, processing, and output while controlling backpressure across the internal pipeline bus.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Logstash Ruby Filter Design Prompt

  Design a safe, performant Logstash ruby filter for custom event logic that built-in filters can't express — with correct event API usage, error handling, and tests.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Advanced

  Plan a Logstash to Elasticsearch Ingest Pipeline Migration

  Evaluate and plan moving processing from Logstash filters into Elasticsearch ingest pipelines (ingest node processors) — deciding what to migrate, what to keep in Logstash, and how to cut over safely without losing enrichment or delivery guarantees.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Logstash Intermediate

  Tune Logstash Pipeline Workers and Batch Size

  Tune pipeline.workers, pipeline.batch.size, and pipeline.batch.delay against CPU, filter cost, and output batching to maximize throughput without starving other pipelines or inflating heap and latency.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Configure Telegraf basicstats and histogram Aggregators

  Design aggregators.basicstats and aggregators.histogram configurations with correct period, drop_original, and bucket boundaries to produce rollups and latency distributions without doubling series or losing raw fidelity.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Telegraf Docker Input Metrics Collection Prompt

  Configure inputs.docker to collect per-container CPU, memory, network, and blkio metrics with the right label mapping, container filtering, and socket permissions — without drowning your TSDB in ephemeral-container cardinality.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Telegraf Exec & Execd Custom Input Prompt

  Build custom metric collectors with inputs.exec (run a script per interval) and inputs.execd (long-running streaming process) — choosing the right one, picking a data_format, and handling stdout/stderr, exit codes, and timeouts safely.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Control High Cardinality in a Telegraf Pipeline

  Find and cut cardinality-driving tags in a Telegraf pipeline using processors (regex, enum, converter, dedup), tag stripping, and aggregation so storage stays healthy and queries stay fast without losing the dimensions that matter.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Telegraf HTTP JSON Input Design Prompt

  Poll REST/JSON HTTP endpoints with inputs.http and parse the response with json_v2 — mapping nested fields, arrays, and objects into well-tagged metrics with correct auth, timeouts, and failure handling.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Design a Telegraf outputs.influxdb_v2 Output for Reliable Writes

  Configure the outputs.influxdb_v2 plugin with correct org/bucket/token handling, batching, retries, timeouts, and content-coding so writes stay durable and efficient against InfluxDB 2.x / Cloud without dropping metrics under backpressure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Telegraf IPMI Hardware Metrics Prompt

  Collect bare-metal health with inputs.ipmi_sensor — temperatures, fan speeds, voltages, PSU and chassis status from BMCs over local or LAN interfaces — with safe credentials, sane intervals, and tag mapping for fleet dashboards.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Telegraf Jolokia JMX Input Prompt

  Collect JVM and application MBeans through Jolokia with inputs.jolokia2_agent — heap/GC, thread pools, and app-specific metrics — mapping MBean attributes to tags and fields with the right auth, batching, and cardinality control.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Telegraf Kafka Consumer Input Prompt

  Configure inputs.kafka_consumer to ingest metrics/events from Kafka topics — consumer group balancing, offset handling, TLS/SASL auth, message parsing, and backpressure — so Telegraf becomes a reliable stream consumer, not a lag generator.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Design a Telegraf outputs.kafka Pipeline with Topic Routing

  Configure the outputs.kafka plugin with dynamic topic routing, partition keys, serialization, compression, acks, and TLS/SASL so Telegraf publishes metrics to Kafka reliably and with sane partition distribution.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Deploy Telegraf as a Kubernetes DaemonSet

  Design a Telegraf DaemonSet (plus optional Deployment for cluster-scoped metrics) with correct RBAC, resource limits, env/secret injection, config via ConfigMap, and node/pod scoping so metrics collection is complete but not duplicated or resource-abusive.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Tune Telegraf Metric Buffer, Batch, and Flush Settings

  Right-size metric_buffer_limit, metric_batch_size, flush_interval, flush_jitter, and collection_jitter across the agent and outputs so Telegraf survives output outages and traffic spikes without dropping metrics or thundering-herd flushing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Beginner

  Telegraf Net Response & Port Check Prompt

  Build synthetic reachability and latency checks with inputs.net_response and inputs.ping — TCP/UDP port probes, expected-string matching, timeouts, and result-code mapping — so connectivity failures become clean, alertable metrics.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Telegraf Procstat Process Monitoring Prompt

  Design inputs.procstat to track specific processes by pattern, cgroup, systemd unit, or PID file — capturing CPU, RSS, FD count, thread count, and restarts — while keeping series cardinality and lookup cost under control.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Configure Telegraf outputs.prometheus_client for Scrape Exposure

  Stand up the outputs.prometheus_client plugin as a scrape target with correct metric_version, expiration, TLS, and string/collector handling so Prometheus reads stable, correctly-typed metrics without stale or duplicated series.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Telegraf Prometheus Scrape Input Prompt

  Use inputs.prometheus to scrape /metrics endpoints and Kubernetes pods — target discovery, relabeling, metric_version selection, and namespace/label filtering — so Telegraf replaces or complements a Prometheus server without cardinality blowups.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Build Telegraf regex and enum Processors for Tag Normalization

  Compose processors.regex and processors.enum blocks to normalize noisy tag/field values — rewriting labels, extracting fields from paths, mapping status codes to human states, and collapsing high-variance values — without exploding series cardinality.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Manage Telegraf Credentials with Secret Stores

  Move tokens, passwords, and keys out of telegraf.conf into secret-store plugins (os keyring, systemd credentials, HashiCorp Vault, cloud secret managers) using the @{{ secretstore.key }} reference syntax so no credential is ever committed in plaintext.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Telegraf SNMP Input Plugin Design Prompt

  Design a scalable inputs.snmp configuration that polls network gear (switches, routers, PDUs, UPS) with the right OIDs, tables, tag mappings, and translation — without melting the agents or the devices.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Telegraf SQL Database Input Prompt

  Turn arbitrary SQL queries into metrics with inputs.sql — driver/DSN setup, mapping result columns to tags and fields, query scheduling, and timeouts — so business and DB-internal metrics flow into your TSDB without a custom exporter.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Design a Telegraf Starlark Processor for Metric Transformation

  Write, test, and harden a processors.starlark script that reshapes Telegraf metrics — renaming, deriving fields, computing rates from counters, splitting/merging metrics, and dropping noise — with correct handling of the apply(metric) contract and per-instance state.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Migrate StatsD and collectd Ingestion to Telegraf

  Plan and execute a migration from StatsD servers and collectd daemons onto Telegraf's inputs.statsd and inputs.collectd (or socket_listener) with parallel-run validation, metric-name/tag mapping, and cutover so no metrics are lost or renamed unexpectedly.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Intermediate

  Route Telegraf Metrics with tagpass, namedrop, and Filters

  Design metric filtering and routing using tagpass/tagdrop, namepass/namedrop, fieldpass/fielddrop, and taginclude/tagexclude so the right metrics reach the right outputs and processors without accidentally dropping or duplicating streams.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Telegraf Advanced

  Telegraf Tail Input: Logs to Metrics Prompt

  Turn plain-text and structured log files into metrics with inputs.tail — grok/regex/JSON parsing, multiline handling, and offset tracking — so error rates and latencies flow into your TSDB without a full log pipeline.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Callback Plugin Authoring Prompt

  Draft a custom callback plugin that hooks play/task events for profiling, structured logging, or notifications without changing any playbook.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible when/Conditional Logic Review Prompt

  Audit and rewrite fragile when-conditionals so they are correct across types, undefined vars, and loops — eliminating silently-skipped or silently-run tasks.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Custom Filter Plugin Authoring Prompt

  Design a custom Jinja2 filter plugin that encapsulates repeated data transformations so playbooks stay readable and the logic is unit-testable.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Galaxy Collection Build & Publish Workflow Prompt

  Design a repeatable build, version, and publish pipeline for an Ansible collection to Galaxy or a private Automation Hub, with semver and provenance.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Custom Lookup Plugin Authoring Prompt

  Draft a lookup plugin that pulls values from an external source at template time with correct terms/variables handling, error behavior, and caching.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Network Device Playbook Authoring Prompt

  Author safe network automation plays using network_cli/httpapi connections, config backups, and check-mode diffs before pushing changes to switches and routers.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  Ansible Playbook & Vault Security Review Prompt

  Review Ansible playbooks and roles for plaintext secrets, unsafe privilege escalation, and host-key/command-injection risks, and produce a hardened Vault, become, and templating configuration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible-Pull GitOps Node Configuration Prompt

  Design an ansible-pull setup where nodes periodically pull and apply their own config from a git repo, with safe defaults, drift correction, and failure isolation.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Role Dependencies & meta/main.yml Design Prompt

  Design a role's meta/main.yml — dependencies, galaxy_info, platforms, and role_dependencies — so roles compose predictably without hidden ordering surprises.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Strategy Plugin Selection & Tuning Prompt

  Choose and tune the right execution strategy (linear, free, host_pinned) with forks and serial for a play, trading throughput against blast radius and ordering guarantees.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  Automation Client-Side Rate Limiter Token Bucket Design Prompt

  Design a client-side rate limiter for automation that calls external APIs, using a token-bucket to stay under provider quotas, absorb bursts, and coordinate limits across concurrent workers without tripping 429s.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  AWS Athena and Glue Query Cost Optimization Prompt

  Cut Amazon Athena data-scanned cost and speed up queries by partitioning, converting to columnar formats, compacting small files, and fixing Glue Data Catalog table design without changing query semantics.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  AWS CloudTrail Lake Threat-Hunting Investigation Prompt

  Investigate suspicious AWS activity with CloudTrail Lake SQL — build queries to trace a compromised credential, unusual API calls, privilege escalation, and data exfiltration across accounts and time.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  AWS Config Conformance Pack Compliance Review Prompt

  Design and triage AWS Config rules and conformance packs so a multi-account estate is continuously evaluated against a compliance baseline, with remediation and noise control for NON_COMPLIANT findings.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  AWS EFS and FSx File Storage Selection Review Prompt

  Choose and tune the right AWS shared file storage — EFS, FSx for Lustre, FSx for NetApp ONTAP, or FSx for Windows — for a workload's throughput, latency, protocol, and cost profile.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  Amazon MSK Kafka Cluster Sizing and Tuning Prompt

  Right-size and tune an Amazon MSK (managed Kafka) cluster for throughput and durability, choosing broker instances, partitions, replication, storage, and client configs without over- or under-provisioning.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  AWS Organizations SCP Guardrail Design Prompt

  Design Service Control Policy guardrails across an AWS Organization that block dangerous actions org-wide without breaking legitimate workloads, using deny-based boundaries and OU-aware scoping.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  AWS PrivateLink and VPC Endpoint Design Prompt

  Design VPC endpoint connectivity (Gateway, Interface/PrivateLink) so workloads reach AWS services and partner APIs privately, cutting NAT data-transfer cost and keeping traffic off the public internet.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  AWS Savings Plans and Reserved Instance Commitment Planning Prompt

  Plan AWS Savings Plans and Reserved Instance commitments from real usage — decide term, payment option, and coverage across Compute/EC2 SP, RDS/ElastiCache/Redshift RIs, to maximize savings without over-committing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  AWS WAF Rule Tuning and False-Positive Triage Prompt

  Tune AWS WAF web ACLs to block real attacks while eliminating false positives, using sampled requests and logs to right-size managed rule groups, rate limits, and custom rules before flipping to Block.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  AKS Cluster & Node Pool Upgrade Planning Review Prompt

  Plan a safe AKS Kubernetes version upgrade by reviewing supported version skew, node pool surge settings, PodDisruptionBudgets, deprecated API usage, and add-on compatibility to sequence a zero-surprise control-plane and node-image upgrade.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Arc Hybrid Server Onboarding & Governance Review Prompt

  Review an Azure Arc-enabled servers deployment for secure onboarding and consistent governance by analyzing Connected Machine agent health, identity and RBAC scope, policy/guest configuration assignments, and extension management across on-prem and multicloud machines.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Blob Lifecycle & Immutability Policy Review Prompt

  Review Azure Storage blob lifecycle management and immutability (WORM) policies to balance cost and compliance by analyzing tiering rules, expiration actions, versioning, soft delete, and time-based retention locks before they silently delete or over-retain data.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure ExpressRoute Circuit & Peering Connectivity Review Prompt

  Review an ExpressRoute circuit and its peerings to explain why on-premises to Azure connectivity is failing or asymmetric by analyzing BGP session state, advertised/received routes, gateway SKU limits, and route filters for private and Microsoft peering.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Front Door WAF Policy Tuning Review Prompt

  Review an Azure Front Door / Application Gateway WAF policy to reduce false positives without weakening protection by analyzing managed rule sets, custom rules, rate limits, and blocked-request logs, then recommending scoped exclusions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  GitHub Actions OIDC to Azure Deployment Review Prompt

  Review a GitHub Actions to Azure deployment that uses workload identity federation (OIDC) to eliminate stored secrets, checking federated credential subjects, Entra app permissions, and least-privilege role scope for a secure, non-secret pipeline.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Terraform azurerm IaC Review Prompt

  Review Terraform code using the azurerm provider for state safety, drift risk, and secure resource configuration, checking remote state locking, provider/version pinning, sensitive outputs, and lifecycle blocks before a plan reaches production.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  VM Scale Set Autoscale & Orchestration Review Prompt

  Review an Azure Virtual Machine Scale Set for scaling correctness and resilience by analyzing autoscale rules, orchestration mode, upgrade policy, health probes, and zone balancing to stop flapping, slow scale-out, and unsafe instance replacement.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure VNet Peering & Transit Routing Review Prompt

  Review VNet peering topology, gateway transit, and route propagation to explain why traffic between peered or hub-spoke VNets is dropping, and to design correct transitive routing without accidental full-mesh sprawl.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Bash Multi-Repo Git Bulk Command Runner Prompt

  Build a Bash script that runs the same git or shell command across many local repositories with per-repo isolation, dirty-tree guards, and an aggregated pass/fail summary

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Bash GPG Secrets Encrypt/Decrypt Workflow Prompt

  Build a Bash workflow that encrypts and decrypts secret files with GPG for git-committable storage, with strict permissions, no plaintext left on disk, and safe handling in automation

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Bash Safe In-Place sed Edit Wrapper Prompt

  Build a Bash wrapper around sed -i that backs up, validates, and atomically applies in-place edits so a bad expression can never corrupt or truncate config files

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Bash Health-Gated Service Restart Orchestrator Prompt

  Build a Bash script that restarts services one at a time, waits for each to pass a health check before moving on, and rolls back or aborts on failure to avoid taking a whole fleet down at once

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Bash TCP Port Connectivity Diagnostic Prompt

  Build a Bash script that checks TCP reachability to a set of host:port dependencies, times each connection, and produces a clear reachable/unreachable report for pre-flight or incident triage

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  AWS CDK Escape Hatches & L1 Override Prompt

  Use CDK escape hatches (addPropertyOverride, addOverride, addDeletionOverride, and L2-to-L1 access) to set properties the L2 construct does not expose, without forking constructs or dropping to raw CloudFormation.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Cinder Backend Capacity Rebalance Runbook Prompt

  Plan a controlled rebalance of Cinder volumes across storage backends when one backend is near-full and another is idle — using volume migration and retype — without stalling tenant I/O or letting the scheduler keep filling the hot backend.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Intermediate

  CloudFormation Dynamic References for SSM & Secrets Manager Prompt

  Replace hardcoded secrets and config in CloudFormation templates with resolve dynamic references to SSM Parameter Store and Secrets Manager, including versioning, rotation, and no-echo handling.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  CloudFormation Macros & Template Transform Authoring Prompt

  Design and safely operate CloudFormation macros (Lambda-backed template transforms) to DRY up templates, inject standards, and expand shorthand — with idempotency, error handling, and change-set safety.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  Consul ACL & Gossip Encryption Hardening Review Prompt

  Review a HashiCorp Consul cluster for open ACLs, unencrypted gossip and RPC, and over-broad tokens, and produce a hardened default-deny ACL, TLS, and encryption configuration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  Container Registry Authentication & Access Hardening Review Prompt

  Review a container registry and its pull/push credentials for anonymous access, long-lived tokens, and over-broad scopes, and produce a hardened authentication, image-pull-secret, and access-control design.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Cross-Region Automation Failover Orchestration Design Prompt

  Design the orchestration that fails automation control planes and scheduled jobs over to a secondary region, avoiding split-brain double-execution while guaranteeing critical jobs still run during a regional outage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  Crossplane Managed Resource Import & Observe-Only Prompt

  Bring existing brownfield cloud resources under Crossplane management using the crossplane.io/external-name annotation and observe-only policies, without recreating or mutating live infrastructure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  Crossplane v2 Namespaced XR Migration Prompt

  Plan the migration from Crossplane v1 cluster-scoped composite resources and claims to v2 namespaced XRs, updating XRDs, compositions, and RBAC without orphaning managed resources.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Intermediate

  Base Image Selection & Digest Pinning Prompt

  Choose the right base image family (distroless, alpine, slim, full) for a workload and design a digest-pinning and update strategy that balances size, security, compatibility, and reproducibility.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Intermediate

  Docker Build Context Reduction & .dockerignore Audit Prompt

  Audit a bloated Docker build context, identify what is being uploaded to the daemon unnecessarily, and produce a tuned .dockerignore plus COPY strategy that shrinks context and speeds builds.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  BuildKit Cache Mount Strategy Design Prompt

  Design a BuildKit cache-mount and cache-export strategy that speeds up dependency installs and compilation across local and CI builds without shipping cache into the final image.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Intermediate

  Docker Compose Production-Readiness Review Prompt

  Review a docker-compose.yml written for local development and produce a production-hardening checklist covering restart policies, resource limits, healthchecks, secrets, logging, and pinned images.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  Container Network Performance Tuning Prompt

  Diagnose and tune container networking throughput and latency, weighing bridge vs host vs overlay drivers, MTU mismatches, DNS resolution overhead, and userland-proxy costs on a Docker host.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Intermediate

  Container Restart Policy Strategy Design Prompt

  Design restart-policy strategy for containers across dev, CI, and production, choosing between no/on-failure/always/unless-stopped, tuning backoff, and pairing policies with healthchecks so crashes stay visible.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  Container Startup Latency Optimization Prompt

  Diagnose why a container takes too long from start to ready, separating image pull, entrypoint init, dependency waits, and app boot, then produce a ranked plan to cut cold-start time.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Intermediate

  Multi-Container Log Aggregation Design Prompt

  Design a log aggregation approach for a multi-container host or Compose stack, choosing logging drivers, structured formats, and a shipping path to a central store while preventing disk exhaustion.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  Rootless & Non-Root Container User Hardening Prompt

  Design a hardening plan that runs containers as a non-root user and, where appropriate, rootless Docker, covering USER directives, file ownership, capability dropping, and filesystem permissions without breaking the app.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  Elasticsearch / OpenSearch Security Hardening Review Prompt

  Review an Elasticsearch or OpenSearch cluster for anonymous access, missing TLS, and over-broad role mappings, and produce a hardened authentication, transport-encryption, and least-privilege RBAC configuration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Event Ordering and Sequencing Guarantee Design Prompt

  Design an event-driven automation flow that preserves the ordering guarantees the domain actually needs, choosing partition keys, sequencing, and out-of-order handling so state-changing events apply in the correct order.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Event Schema Versioning and Contract Evolution Design Prompt

  Design a versioning and compatibility strategy for automation event payloads so producers can evolve schemas without breaking existing consumers, with explicit rules for additive, breaking, and deprecation changes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Binary Authorization & Supply-Chain Security Review Prompt

  Review a GKE/Cloud Run Binary Authorization policy for enforcement gaps, attestation coverage, break-glass misuse, and admission-blocking failures — so only trusted, verified images run in production.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Cloud Composer (Airflow) DAG Failure Debug Prompt

  Diagnose failing Cloud Composer environments — DAGs that won't parse, tasks stuck in queued or up_for_retry, scheduler heartbeat gaps, and worker pods evicted under memory pressure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Cloud DNS Zone & DNSSEC Configuration Review Prompt

  Review Cloud DNS managed zones for resolution failures, DNSSEC chain-of-trust breaks, private/public zone shadowing, split-horizon mistakes, and stale records before they cause an outage or SERVFAIL.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Dataflow Pipeline Performance & Autoscaling Debug Prompt

  Diagnose slow or stalled Dataflow jobs — pipelines that won't autoscale, workers stuck at high system lag, hot keys skewing throughput, and streaming backlogs that grow faster than they drain.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Eventarc Trigger Routing Debug Prompt

  Diagnose Eventarc triggers that never fire — events not reaching Cloud Run/Functions, permission gaps on the trigger service account, wrong event filters, and audit-log events that were never enabled.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GKE Gateway API & Ingress Config Review Prompt

  Review GKE Gateway API and Ingress configuration for routing gaps, unhealthy backends, missing health checks, TLS/cert issues, and misapplied HTTPRoute rules before external traffic hits a 404 or 502.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Memorystore for Redis Performance & Failover Review Prompt

  Review a Memorystore for Redis instance for latency spikes, eviction under memory pressure, failover behavior, and connection exhaustion — before it becomes a cache stampede that takes the app down.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Private Service Connect Architecture Design Prompt

  Design a Private Service Connect topology for consuming Google APIs and third-party/producer services privately — endpoints, backends, DNS, and firewall — without exposing traffic to the public internet.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Vertex AI Endpoint & GPU Scaling Debug Prompt

  Diagnose Vertex AI online prediction problems — endpoints that won't autoscale, GPU quota blocks on deploy, cold-start latency, and 429/resource-exhausted errors under load — before they page the on-call.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Android Signed APK/AAB Build Pipeline Prompt

  Build, test, and sign Android APK/AAB artifacts in GitLab CI — keystore secrecy, Gradle caching, SDK licenses, and Play Store upload without leaking signing keys.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Container Image Size Budget Gate Prompt

  Add an image-size budget gate to GitLab CI — measure built image size, diff against a baseline, and fail the pipeline when a layer bloats the image past budget.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Playwright Sharded E2E Test Pipeline Prompt

  Run Playwright end-to-end tests sharded across GitLab CI jobs — browser caching, blob-report merge, flaky retries, traces on failure, and a single merged HTML report.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD FIPS-Compliant Runner Hardening Prompt

  Stand up and validate FIPS 140-compliant GitLab Runners and pipelines — FIPS images, crypto policy, verification, and avoiding silent non-compliant fallbacks.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Git LFS Large-File Pipeline Prompt

  Run GitLab pipelines against repos with Git LFS objects — correct fetch, cache, bandwidth, and locking without smudge failures or blown quotas.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Sparse-Checkout Monorepo Performance Prompt

  Speed up GitLab CI clones in large monorepos with sparse-checkout, shallow depth, and partial clone — fetch only the paths a job needs without breaking builds.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD to Argo CD GitOps Handoff Prompt

  Wire GitLab CI image builds to an Argo CD GitOps repo — commit-back tag bumps or Image Updater, without CI directly kubectl-applying to clusters.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD GPU Runner ML Training Pipeline Prompt

  Run GPU-backed ML training/eval jobs in GitLab CI — GPU runner tagging, CUDA image pinning, dataset caching, cost control, and stopping idle GPU burn.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Python Tox Multi-Version Pipeline Prompt

  Test a Python package across interpreter versions in GitLab CI with tox — parallel matrix, pip/tox caching, coverage merge, and clean version-to-job mapping.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  GitOps Secret Rotation Automation Design Prompt

  Design an automated secret rotation flow that fits a GitOps model, keeping plaintext out of Git while rotating credentials, resyncing consumers, and rolling back cleanly if a rotated secret breaks a workload.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Alertmanager Datasource & Routing Prompt

  Wire an external Alertmanager as a Grafana datasource and design its routing tree, grouping, inhibition, and silences so alerts reach the right receivers without storms.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Intermediate

  Grafana Annotations & Region Events Prompt

  Design Grafana annotations — native, query-driven, and region annotations — to overlay deploys, incidents, and maintenance windows on dashboards via the API and provisioning.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Intermediate

  Grafana Bar Gauge & Gauge Panel Design Prompt

  Design Grafana bar gauge and gauge panels — thresholds, LCD vs basic mode, calculation, and orientation — so single-stat health reads honestly at a glance.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Intermediate

  Grafana Dashboard JSON Model Review Prompt

  Audit a Grafana dashboard's raw JSON model for portability, performance, and correctness — datasource references, variable wiring, refresh, and hidden anti-patterns.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Monitoring-Mixin Jsonnet Dashboard Prompt

  Build and customize Grafana dashboards as code with monitoring-mixins and Jsonnet — grafonnet libraries, jsonnet-bundler vendoring, and rendering to importable JSON.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Prometheus Datasource Design Prompt

  Configure and tune a Grafana Prometheus datasource — scrape interval alignment, query timeouts, exemplars, HTTP method, and recording-rule-aware panels — provisioned as YAML.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Dashboard Optimization with Recording Rules Prompt

  Speed up slow Grafana dashboards by moving heavy PromQL into Prometheus recording rules, rewriting panels to read recorded series, and validating the load reduction.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Tempo TraceQL Panel Design Prompt

  Design Grafana panels on Tempo using TraceQL — span-filtered trace search, service latency from span metrics, and traces→logs/metrics correlation — that stay within Tempo's query limits.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Legacy-to-Unified Alerting Migration Prompt

  Plan and execute a migration from Grafana legacy dashboard alerts to unified alerting — rule translation, contact points, notification policies, and a safe rollback path.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  gRPC TLS, Authentication & Authorization Review Prompt

  Review a gRPC service for insecure channels, missing per-call authentication, and absent method-level authorization, and produce a hardened transport, credential, and interceptor design.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Heat Stack Update & Rollback Strategy Design Prompt

  Design safe Heat stack-update procedures — including update policies, rollback behavior, and replacement-vs-in-place handling — so template changes to production stacks don't destroy stateful resources or leave a stack wedged in UPDATE_FAILED.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Chart.lock Dependency Drift Reconciliation Prompt

  Resolve Chart.yaml vs Chart.lock dependency drift and 'found in Chart.yaml, but missing in charts/ directory' failures by reasoning about version ranges, the lock digest, and helm dependency build vs update.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Release History Pruning and max-history Prompt

  Stop Helm release history from bloating etcd with hundreds of Secret/ConfigMap revisions — set --history-max, prune safely, and avoid hitting the 1MB Secret size limit or slow upgrades.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  IaC Provider & SDK Major Version Upgrade Plan Prompt

  Plan a safe major-version upgrade of an IaC provider or SDK (Pulumi provider, CDK v2/aws-cdk-lib, CloudFormation resource types, OpenTofu provider) with breaking-change triage and a no-replace rollout.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Capacity Saturation Early-Warning Design Prompt

  Design leading saturation alerts — for pools, queues, memory headroom, and resource trends — that fire while there is still time to act, so the team gets paged before a slow capacity creep becomes a 3am outage instead of after users already feel it.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Intermediate

  Change Freeze Decision Advisor Prompt

  Decide whether to call a change/deploy freeze during or around an active incident — scope, duration, exceptions, and exit criteria — so responders stop adding variables to a live outage without needlessly halting unrelated safe work across the org.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Circuit Breaker Configuration Advisor Prompt

  Design circuit-breaker settings — thresholds, timeouts, half-open probes, and fallbacks — for a specific service dependency so a slow or failing downstream trips fast, sheds load, and recovers automatically instead of cascading into a full outage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Intermediate

  Health Check and Readiness Probe Designer Prompt

  Design liveness, readiness, and startup probes for a service so orchestrators restart the genuinely dead, drain the not-yet-ready, and never kill a healthy-but-slow pod — eliminating the probe misconfigurations that turn a blip into a crash-loop outage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Intermediate

  Postmortem Meeting Facilitation Guide Prompt

  Turn a raw incident timeline into a tightly-run, blameless postmortem meeting — agenda, timeboxes, facilitation scripts, and psychological-safety guardrails — so the review produces systemic learning instead of blame, drift, or silence.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Intermediate

  Postmortem Quality Review Rubric Prompt

  Score a finished postmortem against a rigorous rubric — blamelessness, timeline accuracy, depth of contributing factors, and action-item quality — so weak reviews get caught and improved before they are filed as organizational learning that no one can act on.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Runbook-to-Automation Script Converter Prompt

  Convert a manual incident runbook into a safe, idempotent automation script or ChatOps command — with guardrails, dry-run mode, confirmation gates, and rollback — so proven remediations execute reliably at 3am instead of being fat-fingered under pressure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Intermediate

  SLO Incident Dashboard Spec Generator Prompt

  Specify a single incident-response dashboard for a service — the SLIs, burn-rate panels, saturation signals, and dependency health a responder actually needs at 3am — laid out so the first-on-call answers 'is it us, and how bad' in under a minute.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Beginner

  Swarm vs Escalate Decision Guide Prompt

  Give the first responder a fast rule for the early-incident fork: keep working it solo, pull in a swarm of experts, or escalate to a formal incident with a commander — so pages neither languish under one overwhelmed engineer nor over-mobilize the whole org for a blip.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Client Quota and Throttling Design Prompt

  Design produce, fetch, and request-percentage quotas per user/client-id so one noisy tenant cannot saturate broker network or CPU and starve others on a shared cluster.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Connect Dead Letter Queue and Error Handling Design Prompt

  Design connector-level error tolerance, dead-letter-queue routing, and retry/backoff for Kafka Connect so a single poison record or transient sink failure never silently drops data or stalls the connector.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Cost and Storage Footprint Optimization Prompt

  Review a Kafka cluster's storage, replication, and retention footprint to cut disk and inter-broker/cross-AZ network cost without weakening durability guarantees.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Cruise Control Self-Balancing Setup Prompt

  Configure LinkedIn Cruise Control goals, capacity model, and anomaly detection to keep partition load, disk, and leadership balanced automatically without manual reassignment JSON.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Log Retention and Compaction Policy Audit Prompt

  Audit topic-level retention and compaction settings across a cluster to stop unbounded disk growth, avoid premature data loss, and confirm compacted topics actually compact.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka JMX and Prometheus Alerting Runbook Prompt

  Build a focused set of Kafka broker and client alerts from JMX/Prometheus metrics that catch under-replication, request saturation, and lag early without drowning on-call in noise.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  Kafka mTLS & ACL Authorization Hardening Review Prompt

  Review an Apache Kafka cluster for missing encryption-in-transit, weak client authentication, and over-broad ACLs, and produce a least-privilege listener, mTLS, and topic authorization configuration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Multi-Tenancy and Topic Naming Governance Prompt

  Define a topic naming convention, ACL model, and quota boundaries for a shared multi-tenant Kafka cluster so tenants are isolated, discoverable, and enforceable by prefix.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Rolling Version Upgrade Plan Prompt

  Plan a zero-downtime rolling upgrade of a Kafka cluster across versions, sequencing inter.broker.protocol.version and log.message.format.version bumps so clients never break mid-upgrade.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Schema Registry Compatibility Governance Prompt

  Design and enforce a schema evolution policy in Confluent/Apicurio Schema Registry so producers and consumers stay compatible through changes without breaking downstream consumers.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Kolla-Ansible passwords.yml Vault Rotation Runbook Prompt

  Plan and execute a safe rotation of Kolla-Ansible service credentials in passwords.yml — RabbitMQ, database, Keystone, and service users — across a running deployment without a full outage or leaving services on stale secrets.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Beginner

  kubectl port-forward Connection Failure Debug Prompt

  Diagnose why kubectl port-forward drops, refuses, or hangs — pod not Ready, wrong target port, SPDY/websocket proxy issues, or an app bound to localhost inside the container — instead of guessing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  CronJob Concurrency, History, and Missed-Schedule Tuning Prompt

  Tune a CronJob's concurrencyPolicy, startingDeadlineSeconds, and history limits so overlapping runs, missed schedules after downtime, and unbounded Job/Pod accumulation stop happening.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Advanced

  Pod DNS ndots and Search Domain Latency Tuning Prompt

  Cut DNS latency and failed lookups caused by the default ndots:5 and long search-domain lists — decide when to override dnsConfig, use FQDNs with a trailing dot, or keep cluster defaults.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  metrics-server Unavailable and kubectl top Failure Debug Prompt

  Fix 'metrics not available' / 'error: Metrics API not available' when kubectl top and HPAs stop working — diagnose the APIService, TLS/kubelet connectivity, and metrics-server flags instead of restarting blindly.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  PVC Online Volume Expansion Runbook Prompt

  Safely grow a PersistentVolumeClaim in place — verify the StorageClass allows expansion, patch the request, and confirm the filesystem actually resized without corrupting data or getting stuck in FileSystemResizePending.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Advanced

  Zero-Downtime Secret Rotation Runbook Prompt

  Rotate a Kubernetes Secret (DB password, API key, TLS cert) without dropping traffic — reason about mounted-volume vs envFrom propagation, dual-key overlap windows, and forcing a controlled rollout only where needed.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Advanced

  Windows Node Workload Scheduling and Isolation Prompt

  Correctly place Windows containers onto Windows nodes in a mixed-OS cluster using nodeSelector, OS taints, and RuntimeClass so Linux pods never land on Windows nodes and Windows pods never crash on Linux.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  Linux bcache SSD Caching Setup Prompt

  Design a bcache SSD-in-front-of-HDD caching tier with the right cache mode, write policy, and sequential-bypass tuning, and plan the attach/detach and failure behavior so a cache device loss never means data loss.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux fapolicyd Application Allowlisting Prompt

  Design, test, and roll out fapolicyd application allowlisting so only trusted binaries and scripts execute, without locking yourself out or breaking legitimate app updates, package installs, and interpreters.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux fio Storage Benchmark Design Prompt

  Design fio job files that model your real workload (block size, queue depth, read/write mix, fsync policy) and interpret IOPS, throughput, and latency percentiles without fooling yourself with cache or preconditioning artifacts.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux kexec Fast Reboot Setup Prompt

  Design and validate a kexec-based fast-reboot workflow that skips firmware/POST to cut kernel-upgrade downtime, with safe fallback to a full reboot when hardware re-init is required.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux KSM / ksmtuned Memory Dedup Tuning Prompt

  Decide whether Kernel Samepage Merging (KSM) helps your VM or container density workload, tune ksmtuned aggressiveness against CPU cost, and weigh the security and latency trade-offs before enabling it in production.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux macvlan and ipvlan Network Design Prompt

  Choose between macvlan and ipvlan (and their modes) for containers, VMs, or multi-homed services, avoiding the host-to-container isolation trap, switch MAC-limit problems, and cloud environments that filter unknown MACs.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux nvme-cli SSD Health Management Prompt

  Interpret nvme-cli smart-log, error-log, and self-test output to decide whether an NVMe drive is healthy, wearing out, thermally throttling, or in pre-failure, and plan namespace, firmware, and format actions safely.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux restic Backup Strategy Design Prompt

  Design a restic backup strategy with the right repository layout, retention/prune policy, encryption and key handling, scheduling, and — most importantly — restore drills that prove the backups are actually recoverable.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux USBGuard Device Authorization Policy Prompt

  Author and roll out a USBGuard policy that allowlists known USB devices and blocks rogue/BadUSB hardware, without cutting off the keyboard, KVM, or boot devices you need to stay logged in.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Log Redaction & PII/Secret Scrubbing Pipeline Review Prompt

  Review a logging pipeline for secrets and PII leaking into logs, and produce a hardened redaction, field-masking, and retention design that scrubs sensitive data before it reaches storage or a SIEM.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Tune Loki Chunk Sizing and Object Storage Layout

  Optimize Loki chunk targets, compression, and object-storage configuration to balance query speed, storage cost, and request rate against S3/GCS/Azure limits.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Design a Disaster Recovery Plan for Loki

  Build a DR strategy for Loki covering object-storage durability and cross-region replication, ingester WAL recovery, ring/state reconstruction, and per-tenant RPO/RTO with a tested restore runbook.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Scale Loki Ingesters and Queriers Under Load

  Right-size and scale Loki's write path (distributors/ingesters) and read path (query-frontend/queriers) to eliminate rate-limit rejections and query timeouts without over-provisioning.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Audit and Cut Loki Label Cardinality

  Systematically find the stream labels blowing up Loki's index, then re-architect the label schema to move high-cardinality fields into the log line while preserving queryability.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Design Log-Based Alerting with Loki Ruler

  Build reliable metric-from-logs alerts using LogQL range aggregations and the Loki ruler, avoiding flaky, high-cardinality, or cost-blowout alert rules.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Debug Slow, High-Cardinality LogQL Queries in Loki

  Diagnose why a LogQL query is slow or times out and rewrite it to minimize the bytes scanned by exploiting stream selectors, line filters, and label extraction order.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Optimize Slow LogQL Queries for Speed and Cost

  Take a slow or timing-out LogQL query and rewrite it so the label matchers, line filters, parsers, and aggregation order let Loki prune chunks early and shard the work across queriers.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Meta-Monitor Loki with Golden-Signal SLOs

  Instrument Loki to monitor itself — write/read path availability and latency, ingester and queue saturation, object-store errors — and codify SLOs with burn-rate alerts so you know Loki is healthy before users complain.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Plan a Migration from Elasticsearch to Loki

  Design a staged migration from an ELK/Elasticsearch logging stack to Grafana Loki, translating index-and-search mental models to Loki's label-plus-grep model without losing critical query capability.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Design Loki Multi-Tenant Per-Tenant Limits

  Design X-Scope-OrgID tenant boundaries and per-tenant limits/overrides so one noisy team cannot starve ingest or degrade query performance for everyone else.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Build an OpenTelemetry Logs Pipeline into Loki

  Design an OTel Collector logs pipeline that ships into Loki's native OTLP endpoint, mapping OTel resource/scope attributes to a low-cardinality label set and keeping the rest as structured metadata.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Migrate Promtail Pipelines to Grafana Alloy

  Convert a production Promtail scrape and pipeline_stages configuration into equivalent Grafana Alloy (Flow) components without losing labels, multiline handling, or relabeling behavior during the cutover.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Design Loki's Query Caching Strategy with Memcached

  Architect the full Loki caching stack — results cache, chunks cache, index/index-stats cache, and write-dedupe cache — sizing memcached correctly so repeated dashboard queries and range splits hit cache instead of object storage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Map and Debug the Loki Read and Write Path

  Trace a log line end-to-end through Loki's write path (distributor → ingester → object storage) and read path (query-frontend → querier → ingester/store) to localize where ingestion loss or query gaps occur.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Design Loki Ruler Recording and Alerting Rules

  Stand up the Loki ruler to precompute expensive log-metric queries into recording rules and fire alerts on log-derived signals, with correct WAL, remote-write, and per-tenant rule storage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Tune Loki Retention and the Compactor

  Design per-tenant and per-stream retention with Loki's compactor, and tune compaction so deletes actually execute without falling behind or bloating the index.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Adopt Structured Metadata to Cut Loki Label Cardinality

  Move high-cardinality fields like trace_id, request_id, and pod out of stream labels into Loki 3.x structured metadata, so they stay queryable without multiplying streams or index size.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Loki Advanced

  Migrate Loki from boltdb-shipper to the TSDB Index

  Plan and execute the schema migration from the legacy boltdb-shipper index to the TSDB index using a future-dated schema_config period, so existing chunks stay queryable while new data lands on TSDB.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Alert Correlation Prompt: Collapse a Storm Into One Incident

  Take a flood of simultaneous alerts and group them into a single incident with one probable originating cause, so responders triage one signal instead of fifty — cutting the time lost sorting noise from the real failure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Canary Analysis Prompt: Catch a Bad Release Before Full Impact

  Compare canary versus baseline signals during a progressive rollout and get a ranked hold/rollback/proceed call — so a regression is caught at 5% traffic instead of after a full fleet deploy, collapsing time-to-detect.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Customer-Impact Quantifier Prompt

  Turn raw incident signals into a defensible estimate of how many users, which segments, and how much revenue are affected — so severity, comms, and prioritization are sized on impact instead of gut feel, and the response matches the real blast radius.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Dependency Health-Sweep Prompt: Is It Us or Upstream?

  Run a fast structured sweep of a failing service's upstream and downstream dependencies to answer 'is the problem ours or theirs?' in the first minutes — so responders stop debugging their own code when a database, provider, or downstream is the real fault.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Advanced

  Game-Day Scenario Generator Prompt

  Generate realistic failure-injection scenarios and a facilitation script to rehearse incident response on your actual stack — so the team's detection, triage, and mitigation muscles are warm before a real outage, cutting MTTR when it counts.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  On-Call Readiness & Paging-Coverage Audit Prompt

  Audit whether a page will actually reach an awake, empowered human fast — rotation gaps, missing fallbacks, stale contacts, unacked escalation — so time-to-acknowledge doesn't silently blow up the front of every incident's MTTR.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Recovery Validation Prompt: Gradual, Verified Restore After Mitigation

  Turn 'the fix is in' into a staged, verified traffic-restoration plan with explicit health gates and abort criteria — so service comes back cleanly the first time instead of a premature all-clear that reopens the incident and doubles MTTR.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Advanced

  SLO Burn-Rate Alert Tuning Prompt

  Design multi-window, multi-burn-rate SLO alerts that fire fast on real fast-burns and stay quiet on slow noise — so pages arrive early enough to cut time-to-detect without training the team to ignore them.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Synthetic Probe Design Prompt: Catch Silent Failures Before Users Do

  Design synthetic checks and probes that exercise real user journeys end-to-end, so failures that emit no error metric surface in seconds instead of arriving as a customer complaint — directly shrinking time-to-detect.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL InnoDB Buffer Pool Warmup Prompt

  Configure buffer-pool dump/restore so a restarted or failed-over MySQL instance serves warm-cache latency immediately instead of a cold-cache stall.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL caching_sha2_password Auth Migration Prompt

  Plan migrating accounts from mysql_native_password to caching_sha2_password without locking out legacy drivers or non-TLS clients.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Durability & Flush Settings Tuning Prompt

  Balance InnoDB durability against throughput by reviewing flush, sync, and doublewrite settings for a given workload and hardware.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Errant GTID Transaction Reconciliation Prompt

  Detect and safely reconcile errant transactions (GTIDs on a replica the source never had) that block failover or break GTID replication.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Replica Promotion & Failover Runbook Prompt

  Produce a step-by-step, safety-checked runbook to promote a replica to primary during planned or emergency failover without split-brain or data loss.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL Unused & Redundant Index Audit Prompt

  Find indexes that are never used or are duplicated/prefix-redundant, and decide which are safe to drop to cut write and storage overhead.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL InnoDB I/O Capacity & Flush Tuning Prompt

  Right-size innodb_io_capacity, io_capacity_max, and page-flushing to match real storage IOPS and stop dirty-page or checkpoint stalls.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Large-Table Archival & Batch Delete Prompt

  Design a chunked archive-and-purge for a huge table that avoids long locks, replication lag, and runaway undo/history growth.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL TLS / Encrypted Connection Hardening Prompt

  Enforce encrypted client and replication connections with proper certificates and require_secure_transport without locking out existing apps.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Neutron OVN Metadata Agent HA & Scaling Design Prompt

  Design a highly available, horizontally scaled ovn-metadata-agent layer so instance cloud-init metadata requests never fail or hang, across a large OVN deployment with many chassis and high instance churn.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Canary & Blue-Green Routing Prompt

  Design percentage-based canary and blue-green traffic routing in NGINX using split_clients and upstream weighting — with a sticky cohort, an instant rollback path, and a way to force yourself onto the canary for testing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX CORS & Preflight Proxy Prompt

  Get correct, secure CORS handling in NGINX for a reverse-proxied API — OPTIONS preflight, Access-Control-* headers, credentials, and per-origin allow-listing — without the classic duplicate-header and wildcard-with-credentials footguns.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  NGINX Custom Error Pages & Fallback Prompt

  Design clean custom error pages and graceful fallbacks in NGINX — branded 404/50x pages, an upstream-down maintenance page, and error interception that doesn't leak backend errors or break API JSON responses.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX GeoIP2 Country Access Control Prompt

  Add country- or ASN-based access control and routing to NGINX with the ngx_http_geoip2 module — allow/deny by country, route regional traffic, and set headers — while correctly resolving the real client IP behind a CDN or load balancer.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Zero-Downtime Reload & Binary Upgrade Prompt

  Apply NGINX config and binary changes with zero dropped connections — safe reload workflow, graceful worker draining, on-the-fly binary upgrades with USR2/QUIT, and a rollback plan when a reload goes wrong.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX JWT / OAuth2 Token Validation Prompt

  Validate JWT / OAuth2 access tokens at the NGINX edge before requests reach your backend — signature, expiry, issuer, audience, and scope checks — using auth_jwt (Plus) or an auth_request bridge to an introspection service on open-source NGINX.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Security Response Headers & CSP Prompt

  Add a correct, non-breaking security header baseline in NGINX — Content-Security-Policy, HSTS, X-Content-Type-Options, Referrer-Policy, Permissions-Policy, frame controls — applied so headers survive error responses and don't get silently dropped by add_header inheritance rules.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Slowloris & Timeout Hardening Prompt

  Harden NGINX against slow-client and connection-exhaustion attacks — client/header/body timeouts, connection and request-rate limits, and buffer caps — tuned so real slow mobile clients aren't collateral damage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Stream (TCP/UDP) Load Balancing Prompt

  Load-balance non-HTTP traffic through NGINX's stream module — TCP services like databases and message brokers, or UDP like DNS and syslog — with health checks, PROXY protocol, timeouts, and TLS passthrough or termination.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Nova Conductor & RPC Worker Scaling Tuning Prompt

  Right-size nova-conductor, scheduler, and API workers plus oslo.messaging RPC pools so the control plane stops timing out under fleet growth — without over-provisioning RabbitMQ connections or starving the database pool.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Nova CPU Model & Live-Migration Compatibility Design Prompt

  Design a Nova cpu_mode/cpu_models strategy across a mixed-generation compute fleet so live migration works between hosts, guests get the CPU features they need, and you avoid the trap of host-passthrough locking VMs to a single host generation.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Octavia Load Balancer Capacity Planning Design Prompt

  Model Octavia amphora capacity, quotas, and control-plane sizing for a growing load-balancer fleet so you don't run out of amphora compute, exhaust the management network, or overwhelm the health-manager as listener counts scale.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Auto-Instrumentation Rollout Prompt

  Plan a safe, incremental rollout of OpenTelemetry auto-instrumentation across polyglot services, including the Operator injection model, version pinning, and where manual spans must supplement the agents.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Baggage and Span Links Design Prompt

  Design correct use of OpenTelemetry Baggage and span links: propagate business context (tenant, request class) across services, and link asynchronous or batched work back to originating traces without abusing baggage as a data bus.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Collector Batching & Memory Limiter Tuning Prompt

  Tune the OpenTelemetry Collector's batch and memory_limiter processors plus exporter queues to maximize throughput and avoid OOMs, backpressure stalls, and dropped telemetry under bursty load.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Collector Kubernetes Deployment Prompt

  Design a Kubernetes deployment topology for the OpenTelemetry Collector using the Operator: choose agent DaemonSet plus gateway Deployment, size resources, wire the target allocator for Prometheus scraping, and set up rollout without dropping telemetry.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Collector Pipeline Design Prompt

  Design a production OpenTelemetry Collector configuration with well-ordered receiver, processor, and exporter pipelines for traces, metrics, and logs, tuned for reliability and backpressure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Collector Security Hardening Prompt

  Harden an OpenTelemetry Collector deployment: enable mTLS on OTLP receivers and exporters, add authentication, redact PII with the transform/redaction processors, and lock down the container so telemetry can't be spoofed, sniffed, or leaked.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Context Propagation Strategy Prompt

  Fix broken distributed traces by designing correct context propagation across HTTP, gRPC, messaging queues, and async boundaries, standardizing on W3C tracecontext/baggage and handling gateways that strip headers.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Log Correlation and Trace Linking Prompt

  Wire application logs into the OpenTelemetry logs signal and correlate them with traces by injecting trace_id and span_id, so a single click moves between a slow trace and its exact log lines across services.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Manual Instrumentation & Span Design Prompt

  Design high-quality manual spans and attributes with the OpenTelemetry API where auto-instrumentation falls short, covering span granularity, status/error recording, span links, and cardinality control.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Metrics Cardinality Control Prompt

  Diagnose and cut runaway metric cardinality in an OpenTelemetry pipeline: find the offending attributes, apply SDK views and Collector transform/filter processors to bound them, and enforce a per-metric series budget before the backend bill explodes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Metrics Instrumentation Design Prompt

  Design a metrics instrumentation plan with the OpenTelemetry SDK: pick the right instrument types, choose temporality and aggregation, define views to rename and bucket, and control cardinality before metrics reach the backend.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry OTLP Export & Protocol Choice Prompt

  Choose and configure the OTLP export path (gRPC vs HTTP/protobuf vs HTTP/JSON), tune compression, TLS, retry, and queueing, and decide direct-to-backend vs through-Collector export.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Pipeline Self-Observability and Debugging Prompt

  Make an OpenTelemetry Collector observable to itself: enable internal telemetry, expose queue and drop metrics, add the debug exporter and zpages, and build a diagnostic runbook to find where spans or metrics vanish between app and backend.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Prometheus Receiver Migration Prompt

  Migrate existing Prometheus scraping into the OpenTelemetry Collector prometheus receiver: preserve relabeling and service discovery, map Prometheus semantics to OTLP metrics, and shard scraping across replicas without gaps or double-counting.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Intermediate

  OpenTelemetry SDK Configuration Standardization Prompt

  Standardize OpenTelemetry SDK configuration across a polyglot fleet using OTEL_ environment variables and declarative config: consistent endpoints, resource attributes, samplers, and propagators so every service reports the same way with no per-language drift.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Semantic Conventions & Resource Attributes Prompt

  Standardize span/metric/log attributes and resource attributes across a fleet using OpenTelemetry semantic conventions, so telemetry from many services correlates cleanly and survives convention version changes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Tail Sampling Strategy Prompt

  Design a tail-based sampling strategy in the OpenTelemetry Collector that keeps errors and slow traces while cutting cost, including decision-wait tuning and trace-ID-aware load balancing across Collector replicas.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenTelemetry Advanced

  OpenTelemetry Vendor Agent Migration Prompt

  Plan a low-risk migration from a proprietary APM/vendor agent to OpenTelemetry, running both in parallel, mapping vendor concepts to OTel signals, and cutting over dashboards, SLOs, and alerts without observability gaps.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  OpenTofu Provider-Defined Functions & Early Variable Evaluation Prompt

  Adopt OpenTofu's early variable evaluation and provider-defined functions to make module sources, backends, and provider configuration dynamic and DRY where Terraform-style static requirements once blocked you.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  osquery Endpoint Threat-Hunting Query Design Prompt

  Design osquery scheduled packs and detection queries for defensive endpoint visibility — persistence, suspicious processes, and integrity drift — with tuning to control noise and performance.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres auto_explain Plan Regression Detection Prompt

  Set up auto_explain to catch the query whose plan flipped in production — capturing the bad plan with timing and buffers only when it matters — then diagnose why the planner chose it, without logging every fast query.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres BRIN Index Design for Time-Series Tables Prompt

  Decide whether a BRIN index will actually speed up your large, naturally-ordered table — and size pages_per_range correctly — instead of blindly reaching for a B-tree that bloats storage on append-only data.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres postgres_fdw Federation Design Prompt

  Design a postgres_fdw setup that actually pushes down joins, filters, and aggregates to the remote server — instead of dragging whole tables across the network — and get the security and failure modes right.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Intermediate

  Postgres Keyset (Cursor) Pagination Optimization Prompt

  Convert a slow OFFSET/LIMIT pagination query into stable keyset (seek) pagination that stays fast on deep pages — with a matching index and a correct tuple-comparison predicate, not a broken one-column WHERE.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Parallel Query Worker Tuning Prompt

  Work out why a big analytical query isn't going parallel — or is spawning too many workers and starving everything else — and set the parallel GUCs from evidence in the plan instead of copy-pasted blog values.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres pgAudit Audit Logging Setup Prompt

  Configure pgAudit for compliance-grade logging that captures the statements auditors need without drowning the disk or leaking secrets — scoped by role and object instead of logging every SELECT on the whole database.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Read-Replica Load Balancing Design Prompt

  Design read/write query routing across streaming replicas that respects replication lag and read-your-writes consistency — so you scale reads without serving stale data to the user who just wrote it.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres md5-to-SCRAM Password Migration Prompt

  Migrate a Postgres instance from legacy md5 password auth to scram-sha-256 without locking out clients — sequencing password_encryption, per-user re-hashing, driver compatibility, and pg_hba.conf so no role is stranded.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Intermediate

  Postgres Memory Sizing (shared_buffers & work_mem) Prompt

  Size shared_buffers, work_mem, maintenance_work_mem and effective_cache_size from your actual RAM, connection count, and cache-hit evidence — not the '25% of RAM' rule of thumb that quietly causes OOM or disk spills.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Assumptions and Unknowns Extractor Prompt

  Read a postmortem draft and surface every unstated assumption and open unknown that is being treated as settled fact, so the root-cause analysis and action items don't quietly rest on unverified claims.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem to Game-Day Scenario Generator Prompt

  Convert a real incident postmortem into a runnable game-day or chaos-engineering exercise so you can prove the fixes actually work under realistic failure conditions instead of assuming they do.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Incident Commander Decision Review Prompt

  Review the key decisions an incident commander made during a response and evaluate each for local rationality given the information available at the time — blamelessly, focused on decision-support tooling and process.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem On-Call Handoff Quality Analyzer Prompt

  Analyze the on-call and shift handoffs that happened during a long-running incident to find where context was lost at the handoff boundary and what handoff artifact would have prevented it.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem RPO/RTO Data-Recovery Analysis Prompt

  Analyze the data-loss and recovery aspects of an incident against RPO/RTO objectives — what data was lost, whether backups and restore met targets, and where recovery time exceeded them.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Runbook Adherence Checker Prompt

  Compare what responders actually did during an incident against the documented runbook for that failure, surfacing where the runbook was skipped, wrong, missing, or out of date so the fix lands on the document and tooling, not the people.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Severity Classification Justifier Prompt

  Turn an incident's impact facts and your org's SEV rubric into a defensible severity classification with written justification, plus flags for wherever the rubric is ambiguous.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Status-Page Communication Timeline Analyzer Prompt

  Analyze the external customer communication cadence during an incident — status page update timing versus actual impact, tone, and accuracy — and recommend a concrete comms improvement.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Vendor and Third-Party Dependency Incident Analyzer Prompt

  Analyze an incident caused or worsened by a third-party dependency such as a cloud provider, SaaS API, or CDN, separating what the vendor did from how your own resilience responded, so the action items focus on what your team can actually control.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Alert Severity & Routing Taxonomy Design Prompt

  Design a consistent severity label taxonomy and routing-ready label set across Prometheus alerting rules so Alertmanager can route, group, and escalate deterministically.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus DNS SD SRV Record Discovery Design Prompt

  Design dns_sd_configs using SRV and A/AAAA records so Prometheus discovers targets from DNS reliably, with correct port handling, refresh timing, and relabeling.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Kubernetes SD EndpointSlice Relabeling Design Prompt

  Design robust kubernetes_sd_config relabel_configs against the endpointslice role so targets, namespaces, and pod metadata are discovered and labeled correctly at scale.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Multi-Target Exporter Module Design Prompt

  Design the multi-target exporter pattern (blackbox/snmp-style modules plus relabel-driven __param_target) so one exporter probes many targets without per-target scrape jobs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus node_exporter Collector Selection & Tuning Prompt

  Enable, disable, and filter node_exporter collectors so hosts expose the metrics you actually alert on without paying cardinality and CPU cost for the ones you don't.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Query Range Step & Resolution Tuning Prompt

  Choose the right query_range step for dashboards and API consumers so graphs stay accurate without loading excessive samples or hitting resolution-point limits.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Recording Rule Backfill with promtool create-blocks Prompt

  Backfill new recording rules over historical data using promtool tsdb create-blocks-from rules so dashboards and SLOs have history the day a rule ships.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Remote Write metadata_config Tuning Prompt

  Tune remote_write metadata_config and per-metric HELP/TYPE/unit propagation so downstream backends receive correct metadata without flooding the wire or dropping context.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus web-config TLS & Server-Side Hardening Prompt

  Harden the Prometheus HTTP server itself with web.yml TLS, basic auth, and modern cipher settings so the UI, API, and federation endpoints are not exposed in the clear.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Secrets Provider Migration & Key Rotation Prompt

  Migrate a Pulumi stack's secrets provider (passphrase to KMS/Vault or between clouds) and rotate the encryption key so all encrypted config and state secrets are re-wrapped without leaking plaintext.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Transformations & Aliases Refactor Prompt

  Refactor Pulumi resource names, parents, and structure at scale using aliases and stack transformations so URNs change on paper but no live resource is destroyed or replaced.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Python CSV Data-Quality Validator Prompt

  Build a Python CLI that validates and cleans CSV/tabular data against declarative quality rules — types, ranges, required fields, uniqueness, referential checks — and emits a structured report of every violation

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Python Environment Config Drift Detector Prompt

  Build a Python tool that compares configuration or environment-variable sets across environments (dev/staging/prod) and reports missing, extra, and mismatched keys while masking secret values

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Python Multi-Log Merge and Timeline Correlator Prompt

  Build a Python tool that merges several log files with different timestamp formats into one time-ordered timeline, tags each line with its source, and correlates events across services for incident analysis

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Python Prometheus Pushgateway Batch-Job Metrics Reporter Prompt

  Build a Python module that reports batch-job and cron metrics (success, duration, records processed, last-success timestamp) to a Prometheus Pushgateway with correct grouping keys and failure-safe pushing

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Blue-Green Cluster Migration Plan Prompt

  Plan a blue-green migration to a brand-new RabbitMQ cluster using Shovel to drain in-flight messages, cut clients over vhost-by-vhost, and keep a clean rollback path.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Classic Queue v2 (CQv2) Storage Migration Design Prompt

  Plan a safe migration of classic queues to the CQv2 message store to cut memory use and improve consistency, validating version support, feature flags, and per-queue conversion.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Client Connection & Channel Pooling Design Prompt

  Design correct client-side connection and channel pooling for RabbitMQ so an app reuses long-lived connections, isolates publishing from consuming, and never leaks channels under load.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Delayed Message Exchange Scheduling Design Prompt

  Design scheduled/delayed delivery in RabbitMQ using the delayed-message-exchange plugin, comparing it to TTL+DLX, and sizing it so pending delays don't overwhelm the broker.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ KEDA Consumer Autoscaling Design Prompt

  Design a KEDA-driven autoscaler that scales RabbitMQ consumer deployments on queue depth without thrashing, starving prefetch, or breaking message ordering.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Log Triage & Root-Cause Analysis Prompt

  Turn raw RabbitMQ broker logs into a ranked incident timeline, correlating connection drops, alarms, partitions, and crashes into a single root cause with next actions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Message Deduplication Design Prompt

  Design end-to-end message deduplication for a RabbitMQ pipeline, deciding between broker-side dedup, publisher confirms, and idempotent consumers to achieve effective exactly-once processing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ OAuth 2.0 / JWT Authentication Design Prompt

  Design token-based authentication and authorization for RabbitMQ using the OAuth 2.0 plugin, mapping JWT scopes to vhost/resource permissions across AMQP and the management UI.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Plugin Inventory & Security Audit Prompt

  Audit enabled RabbitMQ plugins for attack surface, unused listeners, and version risk, then produce a hardening plan that disables what isn't needed and locks down what remains.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  RabbitMQ Quorum Queues Migration Design Prompt

  Plan a migration of an OpenStack RabbitMQ cluster from classic mirrored queues to quorum queues so the message bus survives partitions and node loss predictably — sequencing the oslo.messaging config changes without dropping RPC or notification traffic mid-cutover.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Intermediate

  Redis Bitmap Analytics Design Prompt

  Design memory-efficient real-time analytics with Redis bitmaps — daily active users, retention, and feature flags — using SETBIT/BITCOUNT/BITOP and BITFIELD counters.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Cache Invalidation Strategy Design Prompt

  Design a correct cache-invalidation strategy for Redis — write-through vs write-behind vs cache-aside, versioned keys, and event-driven busting — so stale reads never outlive the source of truth.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Cache Stampede Prevention Design Prompt

  Design defenses against cache stampede (dogpile/thundering herd) when a hot Redis key expires and many clients recompute it at once — locks, early recompute, and jittered TTLs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Capacity Planning and Forecasting Prompt

  Forecast Redis memory, connection, and throughput headroom — accounting for RSS overhead, replication buffers, fork COW, and growth — to decide when to scale up, add replicas, or shard.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Fork and Copy-on-Write Latency Tuning Prompt

  Diagnose and tune Redis fork/copy-on-write latency during RDB and AOF rewrites — THP, overcommit, latest_fork_usec, and COW memory — so background saves stop stalling the primary.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Intermediate

  Redis Key Naming Convention Design Prompt

  Design a consistent, collision-free Redis key-naming scheme — namespaces, delimiters, versioning, and cluster hash-tag placement — that stays debuggable and safe to migrate.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Functions Library Design Prompt

  Design a Redis 7+ Functions library (FUNCTION LOAD) to replace ad-hoc EVAL scripts — with named entry points, KEYS/ARGV discipline, atomicity, and cluster-safe key access.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Object Encoding Optimization Prompt

  Cut Redis memory by keeping values in their compact internal encodings — listpack, intset, embstr — by tuning the *-max-* thresholds and reshaping keys, verified with OBJECT ENCODING.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis SCAN-Based Key Migration Design Prompt

  Design a non-blocking key migration or bulk operation on a live Redis instance using SCAN cursors, batching, and rate limiting — never KEYS — with DUMP/RESTORE or MIGRATE.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Scheduled Batch Job Sharding and Parallel Partition Design Prompt

  Design a partitioning strategy for a large scheduled batch job so it splits into parallel shards that finish within the window, without double-processing, skipping, or overloading shared downstreams.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  Scheduled Report Generation and Distribution Pipeline Design Prompt

  Design a scheduled reporting pipeline that generates reports from a consistent data snapshot, distributes them reliably, and never sends a partial, stale, or duplicate report when a run retries or overlaps.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  Self-Service Automation Catalog Portal Design Prompt

  Design a self-service catalog that lets engineers safely run curated automation jobs on demand, with parameter validation, RBAC, approvals for risky actions, and an audit trail, without handing out raw runbook access.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack App Cold-Start & 3-Second Ack Latency Optimization Prompt

  Diagnose and fix Slack app latency that breaks the 3-second ack budget — serverless cold starts, sync work in handlers, and defer-then-followup patterns.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack App Rate-Limit Tier & Capacity Planning Prompt

  Model a Slack app's request budget across method tiers, size fan-out and polling under per-workspace limits, and design a token-bucket schedule that never trips 429s.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Block Kit Modal Input Validation & Error Display Prompt

  Design server-side validation for Block Kit modals — response_action errors, per-input error keying, cross-field rules, and re-render UX that never loses user input.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack Bot Multi-Region Failover & High-Availability Prompt

  Design an active/standby or active/active Slack bot across regions — event de-duplication, single-writer coordination, Socket Mode failover, and clean cutover.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Canvas Onboarding Checklist Automation Prompt

  Auto-provision a per-hire Slack Canvas onboarding checklist — templated sections, task ownership, progress tracking, and reminders driven by the canvases API.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Bulk Channel Invite & Team Onboarding Prompt

  Automate bulk membership onboarding into Slack channels via conversations.invite — batching under the 1000-user cap, idempotent retries, and clean partial-failure handling.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack File Retention & Storage Cleanup Bot Prompt

  Design a bot that inventories Slack files via files.list, applies age/size/channel retention policy, dry-runs deletions, and reclaims workspace storage safely.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Legacy Outgoing Webhook → Events API Migration Prompt

  Plan and execute migration off deprecated Slack outgoing webhooks and legacy custom integrations to a modern Events API app with signing-secret verification.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack User Group Membership Drift Audit Prompt

  Reconcile Slack @-usergroup membership against an IdP/source of truth — detect drift, propose add/remove diffs, and auto-remediate on-call and team groups safely.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Swift Object Expiration & Versioning Design Prompt

  Design a Swift object lifecycle strategy combining object versioning and the object-expirer so tenants get recoverable overwrites and automatic deletion, without the expirer queue backing up or versioning silently doubling storage cost.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card Backup Job Status Digest Prompt

  Design a Microsoft Teams Adaptive Card that summarizes nightly backup job outcomes — success/failure counts, failed jobs with reason, RPO breaches, and restore-test status — for the platform team.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card CVE Advisory Digest Prompt

  Design a daily CVE / security advisory digest posted to Microsoft Teams as an Adaptive Card — severity grouping, CVSS badges, affected-asset counts, and drill-down actions for the security team.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Advanced

  Teams Adaptive Card Kubernetes CrashLoopBackOff Alert Prompt

  Design a Microsoft Teams Adaptive Card that surfaces Kubernetes CrashLoopBackOff pod alerts with restart counts, last-termination reason, container logs snippet, and one-click remediation actions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card SSL Certificate Expiry Monitor Prompt

  Build a Microsoft Teams Adaptive Card digest that warns on TLS/SSL certificate expiry — days-remaining thresholds, issuer/SAN details, per-service ownership, and a renew/acknowledge action.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Advanced

  Teams Adaptive Card Terraform Drift Alert Prompt

  Build a Microsoft Teams Adaptive Card that reports Terraform/OpenTofu configuration drift — resources changed outside code, add/change/destroy counts, blast-radius flags, and a reconcile action.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Advanced

  Teams Bot GitHub Actions Run Status Card Prompt

  Build a Teams bot flow that posts GitHub Actions workflow run status as Adaptive Cards — queued/running/success/failure states, job breakdown, failed-step logs, and a re-run action.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Advanced

  Teams Graph Usage Report Adoption Digest Prompt

  Use the Microsoft Graph reports API to build a Teams adoption / usage digest — active users, message and meeting activity, app usage — and post it back into Teams as an Adaptive Card for platform owners.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Workflows Dependabot Security Alert Routing Prompt

  Route GitHub Dependabot and code-scanning security alerts into Microsoft Teams via Power Automate Workflows — severity routing, per-repo ownership, dedup, and an acknowledge/dismiss action.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Workflows Jira Issue Sync Adaptive Card Prompt

  Build a Power Automate Workflows pipeline that syncs Jira issues into Microsoft Teams as Adaptive Cards — status transitions, assignee mentions, and two-way comment posting via Universal Actions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Blue Green Deployment Pattern Prompt

  Implement blue/green infrastructure deployments in Terraform with parallel resource sets, create_before_destroy, and weighted DNS or target-group cutover with rollback.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Checkov Custom Policy Authoring Prompt

  Write custom Checkov policies for Terraform — Python checks extending BaseResourceCheck and YAML-based policies, a .checkov.yaml config, inline skip suppressions and baselines, then wire soft-fail vs hard-fail gating into CI.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Cloudflare DNS Module Design Prompt

  Design a Cloudflare provider module that manages a zone and many DNS records via a for_each map while guarding apex and NS records from accidental deletion.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Datadog Monitors as Code Prompt

  Design a reusable Terraform module that manages Datadog monitors, dashboards, and SLOs from a single typed map without triggering alert storms.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Ephemeral Preview Environments Prompt

  Design per-PR ephemeral preview environments with Terraform — unique naming/tagging, TTL auto-destroy in CI, DNS/subdomain per env, cost caps, and safe teardown on PR close without nuking the wrong workspace.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform GitHub Org Management Module Prompt

  Manage a GitHub organization as code with repos, teams, memberships, and branch protection via for_each, importing existing repos safely.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  HCP Terraform Agent Pool Design Prompt

  Design HCP Terraform (Terraform Cloud) agent pools for private-network runs — tfe_agent_pool, allowed-workspaces scoping, agent tokens, self-hosted agent deployment, agent execution mode, scaling, and hardening the agent hosts.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform TFLint Custom Ruleset Authoring Prompt

  Author a custom TFLint ruleset — .tflint.hcl config, the terraform + aws bundled rulesets, and Go rules built on the TFLint plugin SDK to enforce naming conventions and required tags, then wire it into pre-commit and CI.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Vault Provider Secrets Integration Prompt

  Inject HashiCorp Vault secrets into Terraform via data sources and ephemeral resources without persisting plaintext to state.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics Capacity Planning and Resource Sizing Prompt

  Build a capacity model for VictoriaMetrics — deriving CPU, RAM, disk, and node counts from ingestion rate, active series, churn, and retention, with headroom for query load and growth.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics Single-Node vs Cluster Scaling Prompt

  Decide when to move from single-node VictoriaMetrics to the cluster (vminsert/vmselect/vmstorage) topology, size the storage tier, and scale it out safely with replication and rerouting understood.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics Deduplication and HA Pairs Prompt

  Configure deduplication for highly-available Prometheus/vmagent replica pairs writing to VictoriaMetrics — setting the right dedup interval and label strategy so redundant samples collapse cleanly without gaps or double-counting.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics Downsampling and Retention Policy Prompt

  Design tiered retention and downsampling in VictoriaMetrics Enterprise — mapping metric classes to resolutions and retention windows to cut disk and speed long-range queries without losing what matters.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Wire VictoriaMetrics into Grafana and Tune Dashboards for MetricsQL

  Choose between the Prometheus-type and native VictoriaMetrics Grafana datasource, then tune panels for MetricsQL, WITH templates, and $__rate_interval so large dashboards stop over-fetching.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics High Cardinality and Churn Control Prompt

  Find and cut the labels driving cardinality explosion and high churn rate in VictoriaMetrics — using cardinality explorer, relabeling drops, and streaming aggregation — before they OOM vmstorage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Tune the VictoriaMetrics Ingestion Path and Diagnose Slow Inserts

  Diagnose and tune the vmagent/vminsert ingestion path — insert concurrency, remote-write queues, disk buffering, and backpressure — when writes lag, queues fill, or pending data grows.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics MetricsQL Query Optimization Prompt

  Audit and rewrite slow or expensive MetricsQL queries — fixing rollup misuse, subquery blowups, and unbounded label matchers — to cut vmselect latency and memory without changing results.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Design Multitenancy and Tenant Isolation on VM Cluster

  Design multitenancy on a VictoriaMetrics cluster — accountID:projectID URL routing through vminsert/vmselect, per-tenant limits and rate controls, isolation guarantees, and cost attribution.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Plan a Prometheus-to-VictoriaMetrics Migration

  Design a low-risk migration from a single Prometheus (no Thanos) to VictoriaMetrics using remote_write dual-write, vmctl historical backfill, PromQL-to-MetricsQL compatibility checks, cutover, and validation.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Audit and Fix vmagent Relabeling to Kill Cardinality

  Review vmagent relabel_configs and metric_relabel_configs (or -relabelConfig) to drop high-cardinality labels, tighten keep/drop target selection, and normalize labels without silently dropping the series you actually need.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Design VictoriaMetrics Stream Aggregation to Tame High-Cardinality Metrics

  Design a vmagent or vmsingle stream aggregation config that pre-aggregates high-cardinality series at ingestion, collapsing labels while preserving counter and histogram semantics.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics Migration from Thanos Prompt

  Plan a migration from a Thanos stack (sidecar, store gateway, compactor, object storage) to VictoriaMetrics — consolidating the moving parts, backfilling historical blocks, and preserving global query and long-term storage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics vmagent Scraping and Remote-Write Prompt

  Design and tune vmagent scrape configs, relabeling, and remote-write queues for reliable ingestion into VictoriaMetrics — with persistent queue sizing, multi-target fan-out, and backpressure handled.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  VictoriaMetrics vmalert Alerting and Recording Rules Prompt

  Author, tune, and validate vmalert alerting and recording rules against VictoriaMetrics — using MetricsQL correctly, avoiding flapping and gaps, and wiring vmalert to VM and Alertmanager cleanly.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Design vmalert Recording Rules to Pre-Compute Expensive MetricsQL

  Design vmalert recording rules (not alerts) that pre-aggregate costly MetricsQL, with the right group intervals and eval order, without triggering a recording-rule cardinality explosion.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Configure vmauth as an Auth and Routing Gateway

  Configure vmauth in front of a VictoriaMetrics cluster — url_map routing, bearer/basic auth per user, per-user rate limiting, load balancing across vmselect/vminsert, and TLS termination.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Victoria Metrics Advanced

  Design a vmbackup/vmrestore Disaster-Recovery Strategy

  Design an end-to-end vmbackup, vmbackupmanager, and vmrestore DR plan with snapshots, object-storage layout, incremental backups, and rehearsed restore drills mapped to real RTO/RPO targets.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  WebAuthn & Passkey Authentication Hardening Review Prompt

  Review a WebAuthn/FIDO2 passkey implementation for weak relying-party settings, missing attestation and user-verification checks, and replay/downgrade gaps, and produce a hardened registration and authentication ceremony.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  Webhook Ingest Async Queue Decoupling Design Prompt

  Design a webhook ingest tier that acknowledges deliveries fast, persists the raw payload to a durable queue, and processes automation work asynchronously so slow downstream logic never causes sender retries or lost events.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible AWX Job Template and Survey Design Prompt

  Design AWX/Tower job templates, surveys, and credential scoping so self-service runs are safe, least-privilege, and can't be turned into arbitrary code execution by survey input.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Block/Rescue/Always Error-Handling Design Prompt

  Design block/rescue/always error handling so a partially failed play rolls back cleanly, surfaces the real error, and never leaves hosts half-configured or a service down.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Tags and --limit Safe Targeting Strategy Prompt

  Design a tags and --limit targeting strategy so partial playbook runs hit exactly the intended hosts and tasks, without silently skipping handlers, dependencies, or always-run setup.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  ECR Image Lifecycle, Scanning, and Cross-Account Pull Review Prompt

  Harden an Amazon ECR footprint by reviewing lifecycle policies, image scanning, tag immutability, encryption, and cross-account/registry pull permissions so registries stay lean, secure, and pullable by the right workloads.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  ElastiCache for Redis Performance and Failover Review Prompt

  Diagnose Amazon ElastiCache for Redis latency, evictions, and failover risk by correlating CloudWatch engine metrics with node sizing, cluster mode, eviction policy, and client connection behavior.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  NAT Gateway and Data Transfer Cost Optimization Prompt

  Cut AWS networking spend by tracing NAT Gateway processing charges and inter-AZ/inter-region data transfer to their source workloads, then redesign routing with VPC endpoints, AZ-affinity, and endpoint placement.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Container Registry Security and Geo-Replication Review Prompt

  Review an Azure Container Registry (ACR) configuration for network isolation, RBAC/token scoping, image signing and vulnerability scanning, retention/purge policy, and geo-replication topology before it backs production AKS clusters.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Event Hubs Throughput and Partition Scaling Review Prompt

  Review an Azure Event Hubs namespace for correct partition count, throughput-unit/processing-unit sizing, consumer-group and checkpoint design, and capture/retention settings before it ingests production event streams at scale.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Landing Zone Management Group Hierarchy Design Review Prompt

  Review an Azure landing zone management group hierarchy for correct policy and RBAC inheritance, subscription placement, and guardrail scoping against the Cloud Adoption Framework before onboarding workloads at scale.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Bash Nameref (declare -n) Indirect-Variable Script Prompt

  Write a Bash script that uses namerefs (declare -n) to pass arrays and associative arrays into functions by reference and return structured results, replacing brittle eval-based indirection.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  SSH ControlMaster Connection-Multiplexing Bash Script Prompt

  Write a Bash automation script that reuses a single SSH connection across many remote commands via ControlMaster/ControlPersist, slashing per-command handshake latency without leaving stale sockets behind.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Blameless Postmortem Document Writer Prompt

  Turn a messy incident timeline, chat logs, and metrics into a rigorous, blameless postmortem document — with contributing factors, corrective actions, and a narrative leadership actually reads — without assigning blame to individuals.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  cloud-init Debugging & Troubleshooting Prompt

  Diagnose why a cloud instance came up wrong — user-data that never ran, SSH keys or hostname not applied, a module that failed silently, or first-boot vs re-run confusion — by reading cloud-init's logs, stages, and datasource correctly.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Crossplane Composition Revision Rollout & Pinning Prompt

  Roll out changes to a Crossplane Composition safely across many live claims — using CompositionRevisions, revision pinning, and automatic-vs-manual update policies so a bad composition change cannot ripple into every managed resource at once.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Database Lock Contention Incident Diagnosis Prompt

  Diagnose a live production incident where database lock contention, long-running transactions, or deadlocks are stalling queries and cascading into application timeouts — and decide what to safely kill or roll back without corrupting data.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Disk Pressure Production Incident Triage Prompt

  Rapidly diagnose and mitigate a live disk-full / disk-pressure incident on a production host or node — reclaim space safely, keep the service up, and avoid the classic mistake of deleting the wrong thing under pressure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  Graceful Shutdown & Signal Handling Design Prompt

  Design correct PID 1 signal handling so containers catch SIGTERM, drain in-flight work, and exit cleanly within the stop grace period instead of being SIGKILLed.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  Container Network Segmentation Design Prompt

  Design least-privilege Docker network segmentation so services only reach the peers they must, databases are not world-reachable, and inter-service traffic is isolated.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  Registry Pull-Through Cache Design Prompt

  Design a pull-through cache / registry mirror so hosts stop hitting Docker Hub rate limits, pulls get faster, and images survive upstream outages.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Event-Driven Fan-In Aggregation Window Design Prompt

  Design a fan-in aggregation stage that collects many upstream events into windowed batches before acting — with correct windowing (tumbling/sliding/session), watermarks for late events, idempotent flush, and safe behavior when a partial window's worth of events never arrives.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GKE Autoscaling: Cluster Autoscaler & HPA Debug Prompt

  Diagnose GKE scaling failures — pods stuck Pending while nodes don't scale up, HPA that won't add replicas, and node pools that scale down too aggressively or not at all.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Hybrid Connectivity: Cloud VPN & Interconnect Debug Prompt

  Troubleshoot hybrid connectivity to GCP — down HA VPN tunnels, Cloud Router BGP sessions that won't establish, missing or unadvertised routes, and asymmetric traffic between on-prem and a VPC.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Terraform Review: IaC Security & Drift Prompt

  Review Terraform for GCP before apply — catch over-broad IAM bindings, public buckets, open firewall rules, unpinned providers, and dangerous plan changes that would replace stateful resources.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD OpenTelemetry Pipeline Tracing Prompt

  Instrument a GitLab pipeline so each pipeline, stage, and job becomes an OpenTelemetry span exported over OTLP to your tracing backend, giving you flame-graph visibility into where CI time actually goes across the DAG.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Self-Hosted Renovate Dependency Bot Prompt

  Run self-hosted Renovate as a scheduled GitLab pipeline that opens and auto-updates dependency MRs across your projects, with grouping, auto-merge on green pipelines, and a bounded MR/hour rate so you get controlled, reviewable dependency updates instead of a manual upgrade backlog.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD SLSA Build Provenance Attestation Prompt

  Generate signed SLSA build provenance for artifacts produced in a GitLab pipeline, attach it as an in-toto attestation to the image or artifact, and verify provenance at deploy time so consumers can prove what pipeline, commit, and inputs built a given digest.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  GitOps Sync-Wave Dependency Ordering Design Prompt

  Design sync-wave and hook ordering for a GitOps deployment so resources with real dependencies (CRDs before CRs, databases before apps, config before consumers) apply in the right order — with health gates between waves, idempotent pre/post hooks, and safe rollback when a mid-wave resource never becomes healthy.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Histogram & Heatmap Panel Design Prompt

  Design latency distribution panels in Grafana using the heatmap and histogram panels over Prometheus native or classic histograms, with correct bucketing and color scaling.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Intermediate

  Grafana Service Account & Token Management Prompt

  Migrate legacy Grafana API keys to service accounts, scope roles least-privilege, rotate tokens, and provision service accounts as code.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana SLO Burn-Rate Dashboard Design Prompt

  Design a multi-window, multi-burn-rate SLO dashboard in Grafana with error-budget panels, fast/slow burn alert rules, and Prometheus recording rules.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  GraphQL API Security Hardening Review Prompt

  Review a GraphQL API for the abuse vectors unique to the query model — unbounded depth, introspection exposure, batching amplification, and field-level authorization gaps — and get a hardened schema and gateway config.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Advanced

  Helm Secrets + SOPS Encrypted Values Workflow Prompt

  Design a GitOps-safe workflow for encrypting Helm values with the helm-secrets plugin and SOPS (age/KMS) — encrypted values in git, decryption at deploy time, key rotation, and CI wiring.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Incident Metrics Extractor from a Postmortem Prompt

  Extract clean, comparable reliability metrics (MTTD, MTTA, MTTM, MTTR, engagement, and handoff counts) from a finished blameless postmortem so incident data rolls up into trends instead of dying in a single document.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  IRQ Affinity & irqbalance Tuning Review Prompt

  Review interrupt distribution across CPUs — diagnose a single hot core drowning in softirqs, decide between irqbalance and manual smp_affinity pinning, and tune RPS/RFS/XPS for network and storage IRQs.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Advanced

  Kafka Broker Rolling Restart Runbook Prompt

  Plan and sequence a safe rolling restart or config change across a Kafka cluster without dropping below min ISR or triggering unnecessary leader elections.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Consumer Offset Reset and Replay Plan Prompt

  Plan a safe consumer-group offset reset or message replay — by timestamp, offset, or shift — without double-processing, skipping data, or corrupting downstream state.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Tiered Storage Configuration Review Prompt

  Design or troubleshoot Kafka tiered storage (KIP-405) so hot data stays on local disk while older segments offload to object storage without breaking retention, fetches, or recovery.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Kolla-Ansible Central Logging (Fluentd → OpenSearch) Design Prompt

  Design and troubleshoot the Kolla-Ansible central logging pipeline — Fluentd collectors, OpenSearch storage, and OpenSearch Dashboards — including index lifecycle, retention sizing, multiline parsing, and recovering a red cluster that has stopped ingesting control-plane logs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Kolla-Ansible Custom Container Image Build & Source Override Prompt

  Build, customize, and pin Kolla container images with kolla-build — source vs. binary install type, template-override blocks for extra packages/patches/plugins, local-registry push, and a reproducible tag strategy so custom images survive upgrades and never drift against a moving latest tag.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Kolla-Ansible Prometheus + Grafana Monitoring Stack Design Prompt

  Design, size, and troubleshoot the Kolla-Ansible in-cluster monitoring stack — Prometheus, node/cAdvisor/mysqld/rabbitmq/openstack exporters, Alertmanager, and Grafana — including scrape targets, retention vs. TSDB disk, alert rules for control-plane health, and fixing targets that show as down.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Encryption-at-Rest KMS Provider Design Prompt

  Design and roll out etcd encryption-at-rest with an EncryptionConfiguration and a KMS v2 provider — provider ordering, key rotation, and re-encrypting existing Secrets without downtime.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Advanced

  Ingress-NGINX Rate Limiting & Hardening Prompt

  Design per-route rate limiting, connection limits, and abuse controls on ingress-nginx using annotations — including the memcached shared-state caveat, whitelist CIDRs, and how limits interact across replicas.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Mitigate-Now vs. Keep-Diagnosing Decision Prompt

  In the middle of a live incident, decide whether to apply an available mitigation immediately or keep diagnosing for root cause — so you stop the customer bleeding at the earliest safe moment instead of chasing 'why' while the clock runs, cutting time-to-restore.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Symptom-to-Query Translator Prompt

  Turn a vague incident symptom into the exact read-only observability queries — PromQL, LogQL, trace filters, SQL — that confirm or refute a hypothesis, so responders stop hand-crafting queries under pressure and get to evidence in seconds, cutting time-to-diagnose.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  War-Room Role Assignment Prompt

  When a major incident pulls a crowd into the bridge, assign clear roles — commander, comms, scribe, ops leads — from who is actually present, so coordination overhead stops eating MTTR and every workstream has a named owner instead of five people debugging the same thing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL AUTO_INCREMENT Lock Mode & Bulk Insert Throughput Prompt

  Diagnose AUTO_INCREMENT contention and ID gaps, then tune innodb_autoinc_lock_mode for high-throughput inserts.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Per-Connection Buffer & Memory-Blowup Tuning Prompt

  Size per-connection buffers (sort/join/read/tmp) to stop OOM kills and RSS growth under connection load.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Crash-Safe Replica & Relay Log Recovery Prompt

  Recover a replica after a crash or corrupted relay log without breaking consistency or re-cloning.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX auth_request Subrequest SSO Prompt

  Design a correct `auth_request` gateway that offloads authentication to an external SSO/auth service — forwarding the right headers, handling 401/403 vs 5xx distinctly, and passing identity back to your app — instead of a fragile snippet that leaks unauthenticated traffic on the auth service's bad day.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX HTTP/3 (QUIC) Reverse-Proxy Setup Prompt

  Generate a correct, production-ready HTTP/3 + QUIC server block for an existing NGINX reverse proxy — UDP 443 listeners, Alt-Svc advertisement, congestion/retry settings, and TLS 1.3 — without breaking your working HTTP/2 fallback.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  NGINX Static-Asset Cache-Control & Immutable Versioning Prompt

  Generate a correct static-asset caching policy for NGINX — long-lived immutable caching for fingerprinted bundles, short/revalidated caching for HTML, and no accidental caching of authenticated responses — so browsers and CDNs stop re-downloading unchanged files without ever serving stale HTML.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  OpenTofu Native Test Framework Module Validation Prompt

  Build a real test suite for a reusable OpenTofu module using the native `tofu test` framework — combining fast plan-only assertions, targeted apply-and-verify runs, mocked providers, and variable-validation coverage into a CI gate that catches regressions before they reach state.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres HOT Update and Fillfactor Tuning Prompt

  Diagnose why an update-heavy table bloats and burns write I/O despite autovacuum, then decide on fillfactor, index removal, and column changes to unlock Heap-Only Tuple (HOT) updates — cutting index write amplification and bloat at the source.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Index Bloat and REINDEX CONCURRENTLY Strategy Prompt

  Turn raw index-bloat and usage stats into a ranked, safe REINDEX/DROP plan — so you reclaim space and restore performance without taking an outage or dropping an index something silently depends on.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Prepared Statement Generic vs Custom Plan Tuning Prompt

  Diagnose why a parameterized/prepared query flipped to a bad generic plan after the sixth execution — and decide between plan_cache_mode, query rewrites, or letting Postgres re-plan — so latency stops spiking under skewed parameters.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Escalation and Paging Delay Analyzer Prompt

  Analyze how an incident was paged, acknowledged, and escalated to find where alerting and on-call routing added minutes to recovery, so the postmortem fixes the escalation path instead of blaming the responder who was reached last.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem-to-Runbook Generator Prompt

  Turn the diagnosis and mitigation steps buried in a one-off postmortem into a reusable, generalized runbook so the next responder to a similar incident recovers in minutes instead of re-deriving everything under pressure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Capacity Planning & Resource Sizing Prompt

  Size CPU, memory, and disk for a Prometheus deployment from series count, scrape rate, and retention, then set guardrails so growth does not OOM the process or fill the TSDB.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Consul Service Discovery & Relabeling Prompt

  Design and debug a consul_sd_configs scrape setup so services register cleanly, targets carry the right labels, and dead nodes drop out without stale series.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Remote Read Query Federation Prompt

  Configure and troubleshoot remote_read so a local Prometheus transparently queries a long-term backend without doubling query load, timing out, or returning duplicate series.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Refresh & Drift Remediation Prompt

  Detect and safely reconcile out-of-band drift between a Pulumi stack's state and live cloud reality — deciding per resource whether to adopt, revert, or ignore the change without triggering an unwanted replace.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Asyncio TaskGroup Structured-Concurrency Python Script Prompt

  Write a Python 3.11+ automation script that fans work out with asyncio.TaskGroup so failures cancel siblings cleanly, errors aggregate into an ExceptionGroup, and no task is ever silently orphaned.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Firehose Tracing Debug Plan Prompt

  Use the firehose tracer and rabbitmq_tracing plugin to capture exactly what a broker did with a message — where it was published, how it routed, and why it was dropped or dead-lettered — without guessing from application logs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ perf-test Benchmark & Capacity Plan Prompt

  Design a rigorous rabbitmq-perf-test benchmark that measures publish/consume throughput, end-to-end latency, and confirm/ack overhead for a specific workload — so capacity numbers come from data, not guesses.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Web-STOMP WebSocket Messaging Design Prompt

  Design a browser-to-broker messaging layer over RabbitMQ Web-STOMP so web clients get real-time updates safely — with per-user authorization, destination scoping, and back-pressure that a hostile browser can't abuse.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Active-Active (CRDT) Geo-Replication Design Prompt

  Design multi-region active-active Redis — CRDT semantics, conflict resolution, counters vs strings, and expiry pitfalls — for low-latency global writes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Geospatial Index Design Prompt

  Design a Redis geospatial index — GEOADD/GEOSEARCH modeling, sharding, precision, and memory trade-offs — for proximity search at scale.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis HyperLogLog Cardinality Design Prompt

  Design HyperLogLog counting on Redis — PFADD/PFCOUNT/PFMERGE, error bounds, key rollups, and Cluster merges — for unique-count analytics.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  rsync Large-Dataset Migration & Verification Prompt

  Plan, tune, and verify a large rsync data migration (terabytes / millions of files) — pick the right flags, avoid resync churn, throttle load, and prove the copy is byte-correct before cutover.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  SAML SSO Assertion Security Review Prompt

  Review a SAML single sign-on integration for the assertion-handling flaws that cause authentication bypass — signature validation gaps, XML canonicalization tricks, audience/recipient scoping, and replay — and get a hardened SP configuration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  Scheduled Job Splay & Jitter Design Prompt

  Design a splay/jitter scheme for scheduled jobs so hundreds of hosts or tenants that all fire on the same cron tick spread their execution over a window instead of stampeding a shared dependency — with deterministic per-host offsets, bounded windows, and safe interaction with locks and deadlines.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack Seat and Usage Cost Reporting Bot

  Design a scheduled bot that pulls Slack Enterprise/Business+ admin usage and billing data, computes seat cost and inactive-seat waste, and posts a weekly FinOps digest to a Slack channel with reclaim recommendations.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Confirmation Dialog Design for Destructive ChatOps

  Design Block Kit confirm objects and two-step guards for destructive ChatOps buttons (deploy, restart, delete, scale-to-zero) so a single misclick can never fire a production action.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Stars API Personal Ops Triage Queue

  Build a personal follow-up queue for on-call engineers using the Slack stars API (saved items) so starred alerts, threads, and files become a triageable to-do list that clears itself as work completes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Embed Grafana Panel Images in Teams Adaptive Cards Prompt

  Design an Adaptive Card that renders Grafana panel snapshots as an ImageSet/Image so on-call engineers see live dashboard visuals inside a Teams alert without leaving the channel.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Design a Discoverable Teams Bot Command Menu in the Manifest Prompt

  Define the bot command menu in the Teams app manifest so ChatOps commands are discoverable in the compose box, with clear scopes, parameter hints, and a help fallback that reduces support tickets.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Advanced

  Audit Teams Membership and Ownership via Graph Prompt

  Generate a Microsoft Graph audit script that reports owners, members, and guests across every Team so you can catch ownerless teams, over-privileged guests, and stale service teams before they become a compliance finding.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform jsonencode Policy Rendering Review Prompt

  Review IAM/resource policies built with jsonencode and templatefile in Terraform for correctness, injection risk, and plan-time diff noise.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform replace_triggered_by Design Review Prompt

  Design and audit lifecycle replace_triggered_by rules so intentional replacements fire correctly without causing surprise destroy/recreate cascades.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Provider Rate-Limit & Throttling Strategy Prompt

  Diagnose and tune Terraform applies that intermittently fail with cloud provider API throttling (429/Rate exceeded) on large state or high-concurrency runs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  Inbound Webhook HMAC Signature Verification Review Prompt

  Review how your service authenticates inbound webhooks (Stripe, GitHub, Slack, custom senders) so forged, replayed, or tampered payloads are rejected before they trigger business logic.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Execution Environment Build Prompt

  Design a reproducible ansible-builder execution environment with pinned collections, Python deps, and system packages that runs identically in dev, CI, and AWX/AAP.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible-Lint CI Pipeline Gating Prompt

  Design an ansible-lint + CI gate that fails builds on real problems, ratchets down existing warnings, and never blocks a merge on noise.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Performance Tuning: Forks, Pipelining and Strategy Prompt

  Diagnose slow Ansible runs and tune forks, pipelining, fact gathering, and strategy to cut wall-clock time without exhausting the control node or breaking become.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  AWS CDK Pipelines Self-Mutating CI/CD Prompt

  Design a self-mutating AWS CDK Pipelines deployment — a pipeline that updates its own definition, deploys application stages across accounts with approvals, and runs infrastructure tests as gates, without hand-managed CodePipeline wiring.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  CloudFront Distribution and Cache Strategy Design Prompt

  Design and tune a CloudFront distribution end to end — origins, cache policies, TTLs, origin request policies, and invalidation strategy — for a specific application to raise cache hit ratio and cut origin load and cost.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  SSM Patch Management and Session Manager Review Prompt

  Review and harden an AWS Systems Manager setup — patch baselines, patch groups, maintenance windows, and Session Manager access — to keep EC2 fleets compliant and remove SSH/bastion exposure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  Transit Gateway Multi-Account Network Design Prompt

  Design a scalable, segmented multi-VPC / multi-account network on AWS Transit Gateway — route tables, attachments, propagation, and inspection — with clear isolation between environments and shared services.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  AKS Workload Identity Federation Review Prompt

  Review an AKS Workload Identity setup end to end — OIDC issuer, federated credential subject, service account annotations, and Entra ID role assignments — to fix AADSTS70021 / token exchange failures without falling back to secrets.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure API Management Policy Review Prompt

  Review Azure API Management policy XML across the global/product/API/operation scopes for correct inbound/backend/outbound ordering, safe base placement, auth validation, and rate-limit and caching correctness.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Firewall Hub-Spoke Ruleset Review Prompt

  Review an Azure Firewall policy in a hub-spoke topology for correct rule collection ordering, least-privilege application/network/DNAT rules, and forced-tunneling gaps before promoting changes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Bash Cron-to-systemd-Timer Migration Prompt

  Convert legacy crontab entries into equivalent systemd service+timer units with correct scheduling, logging, environment, and failure handling so scheduled jobs become observable and manageable.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Bash Hung-Process Guard with timeout Prompt

  Wrap flaky external commands (curl, ssh, database clients, cloud CLIs) in a Bash timeout/kill guard so a single hung call can never stall a cron job, CI step, or systemd task forever.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Intermediate

  CloudFormation Change Set Review Prompt

  Review a CloudFormation change set before you execute it — classifying every action as add, modify, or replace, flagging the replacements that destroy data, and turning a raw describe-change-set JSON into a go/no-go deployment decision.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  ddrescue Disk Imaging and Recovery Runbook Prompt

  Plan a safe GNU ddrescue recovery of a failing disk: choose the right pass strategy, use a mapfile for resumable multi-pass runs, and decide when to stop imaging and switch to filesystem repair.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Distributed Lock for Scheduled Jobs Design Prompt

  Design a distributed-lock or leader-election scheme so a scheduled job that runs on multiple replicas or hosts executes exactly once per tick — with lease TTLs, fencing tokens, and safe behavior when the lock holder crashes or its clock drifts.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  Container CPU & Memory Limit Right-Sizing Prompt

  Right-size Docker CPU and memory limits/reservations from observed usage so containers stop getting OOM-killed or CPU-throttled without wasting capacity.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Intermediate

  Logging Driver & Log-Rotation Design Prompt

  Design a Docker logging strategy: pick the right log driver, enforce json-file rotation so logs never fill the disk, and ship container logs to a central aggregator.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Docker with AI Advanced

  Secrets Injection & Leak-Proofing Prompt

  Move secrets out of Dockerfiles, images, and env vars into runtime injection (build secrets, Docker/Swarm secrets, mounted files) and audit for baked-in credentials.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Event Trigger Debounce and Coalescing Design Prompt

  Design debouncing and coalescing for an event-driven automation trigger so a burst of near-identical events (config saves, file writes, webhook floods, chatty change streams) collapses into one bounded run instead of firing the expensive downstream job dozens of times.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GKE Cluster Upgrade Strategy & Release Channel Prompt

  Plan a safe GKE control-plane and node upgrade — release channels, maintenance windows, surge settings, and workload disruption budgets — so version bumps don't break APIs or evict critical pods.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Quota Increase & Capacity Planning Prompt

  Turn a looming GCP quota wall into a defensible increase request and capacity plan — mapping the right quota metric, region, and limit to real growth so launches don't fail with RESOURCE_EXHAUSTED.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Shared VPC Host & Service Project Design Prompt

  Design a Shared VPC topology — host project, service projects, subnet sharing, and IAM — that centralizes networking without blocking teams, so GKE and Compute workloads land in the right subnets with least-privilege access.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD k6 Load Test Performance Gate Prompt

  Design a .gitlab-ci.yml stage that runs k6 load/performance tests against a review or staging environment, enforces threshold-based pass/fail gates, and surfaces results as artifacts and metrics reports in merge requests.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Publish to the Package Registry (npm, Maven, generic) Prompt

  Design .gitlab-ci.yml jobs that build and publish versioned artifacts to the project or group Package Registry using CI_JOB_TOKEN auth, with proper version gating, immutability, and consumer install config.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Windows Runner & PowerShell Pipeline Prompt

  Design .gitlab-ci.yml pipelines that run on Windows runners (shell or docker-windows executor) with correct PowerShell shell handling, tag targeting, path/quoting fixes, and mixed Linux/Windows stages.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Alert Rules Provisioning YAML Prompt

  Provision Grafana unified alerting rules as code via /etc/grafana/provisioning/alerting so alert groups, thresholds, and notification routing are reproducible and drift-free.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Advanced

  Grafana Loki LogQL Panel Design Prompt

  Design Grafana panels backed by Loki LogQL — log volume, error-rate, and extracted-metric panels — that stay fast by filtering on stream labels before parsing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Intermediate

  Grafana Chained Template Variables Prompt

  Design Grafana dashboard template variables that chain (query → query → panel) so region, cluster, namespace, and pod filters cascade correctly without slow or broken dropdowns.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  ipmitool BMC Sensor, SEL, and Power Management Prompt

  Interpret ipmitool sensor readings, System Event Log entries, and chassis power state to triage failing hardware and drive safe out-of-band remediation on remote servers.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Advanced

  Kafka Connect Pipeline Debugging & Tuning Prompt

  Diagnose a failing or lagging Kafka Connect pipeline — dead or restarting tasks, DLQ growth, offset stalls, and rebalance churn — then prescribe connector, converter, and worker tuning that is safe to roll out.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka MirrorMaker 2 Multi-Region DR Design Prompt

  Design a MirrorMaker 2 cross-region replication and disaster-recovery topology — active/passive vs. active/active, offset translation, topic/ACL sync, and failover runbook — with the RPO/RTO trade-offs made explicit.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kafka Advanced

  Kafka Streams Stateful Topology Tuning Prompt

  Analyze a Kafka Streams application with state stores — RocksDB memory pressure, slow restore/rebalance, changelog bloat, and repartition-driven lag — and prescribe topology, standby, and RocksDB tuning that preserves correctness.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  OpenStack Keepalived/HAProxy VIP Failover Design Prompt

  Design and validate the Keepalived VRRP + HAProxy control-plane VIP in a Kolla-Ansible OpenStack cloud — clean failover, no split-VIP, correct backend health checks — so API traffic survives losing a controller without dropped or mis-routed requests.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  keepalived VRRP Virtual IP Failover Design Prompt

  Design and review a keepalived VRRP configuration for floating virtual IPs, catching split-brain, preemption, and health-check pitfalls before they cause a dual-master or a failed failover in production.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Job Pod Failure Policy & Success Policy Design Prompt

  Design podFailurePolicy and successPolicy for batch/ML Jobs so retriable infra failures back off, non-retriable app errors fail fast, and indexed Jobs succeed on a partial completion set — instead of burning through backoffLimit blindly.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Memory QoS with cgroup v2 Tuning Prompt

  Tune Memory QoS (memory.min / memory.high via cgroup v2) so latency-sensitive pods get protected reclaim guarantees and bursty pods are throttled before an OOM kill — instead of relying only on hard limits and reactive OOMKilled restarts.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes User Namespaces Pod Isolation Design Prompt

  Design and roll out user-namespaced pods (hostUsers: false) so container root maps to an unprivileged host UID — hardening against container-escape and CVE blast radius without breaking volumes or images.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  OOMKilled Memory Exhaustion Live Incident Triage Prompt

  Drive a fast, structured triage of a production memory-exhaustion incident — pods getting OOMKilled, hosts thrashing swap, the JVM/Node heap climbing — so the on-call separates a genuine leak from a load spike or a bad limit and picks the right mitigation without guessing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Message Queue Backlog and Consumer Lag Incident Triage Prompt

  Triage a growing queue backlog or consumer lag incident — Kafka lag climbing, an SQS/RabbitMQ queue depth exploding, a DLQ filling — so the on-call decides whether to scale consumers, drain, drop, or replay without making data loss or duplicate-processing worse.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Auto-Remediation Candidate Finder Prompt

  Mine incident and alert history to find the recurring, low-judgment incidents worth automating away, so on-call spends its minutes on novel problems instead of re-solving the same toil and MTTR drops across the board.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Distributed Trace Latency Hotspot Prompt

  Turn a slow distributed trace into a pinpointed latency root cause fast, so during a performance incident the on-call engineer identifies the single slow span or fan-out instead of guessing across a dozen services and burning diagnosis time.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Advanced

  MTTR Feature Flag Kill-Switch Decision Prompt

  During an active incident, decide fast whether a feature flag kill-switch can mitigate faster than a rollback or fix-forward, and produce the exact flag change and verification so time-to-recover collapses from minutes to seconds.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Binary Log Disk Growth & Retention Review Prompt

  Diagnose runaway binary-log disk usage and design a safe retention, purge, and format strategy without breaking replication or PITR.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL InnoDB Redo Log & Checkpoint Stall Tuning Prompt

  Diagnose write stalls and checkpoint bursts caused by an undersized or misconfigured InnoDB redo log, and size redo capacity and flushing for the workload.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Table & Index Fragmentation Reclaim Prompt

  Identify bloated, fragmented InnoDB tables where deletes never returned disk space, and plan a safe, low-lock rebuild to reclaim space and restore performance.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Dynamic Upstream DNS Resolution Prompt

  Make NGINX re-resolve backend DNS at runtime instead of caching it forever at startup — configure the resolver directive with variables in proxy_pass (or upstream re-resolution) — so proxying to cloud services, Kubernetes, or autoscaled targets stops sending traffic to dead IPs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX FastCGI & PHP-FPM Tuning and Caching Prompt

  Design a correct, fast NGINX-to-PHP-FPM FastCGI setup — sane socket vs TCP, right buffers and timeouts, and a safe fastcgi_cache layer — so PHP apps stop returning 502s under load and stop re-executing pages that could be served from cache.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Real Client IP Behind a Load Balancer Prompt

  Recover the true client IP when NGINX sits behind an L7 load balancer or CDN — configure real_ip / X-Forwarded-For or PROXY protocol with trusted-proxy scoping — so rate limits, geo rules, and access logs stop keying on the load balancer's address.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  OpenStack etcd / Tooz Coordination Cluster Recovery Prompt

  Diagnose and recover the etcd coordination backend that Kolla-Ansible OpenStack uses for Tooz distributed locks — quorum loss, member flapping, and services stuck on lock acquisition — without corrupting the keyspace.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Outbound Webhook Dispatcher with Backoff Design Prompt

  Design the sender side of a webhook system — a dispatcher that delivers events to customer endpoints with bounded retries, exponential backoff with jitter, per-endpoint circuit breaking, and a dead-letter path — so a slow or flapping receiver cannot cause a retry storm or unbounded queue growth.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  p99 Tail Latency Spike Live Incident Diagnosis Prompt

  Diagnose a live tail-latency incident where p99/p95 has spiked while averages look fine — separating a slow dependency, saturation, GC/lock contention, a hot shard, or a retry storm — so the on-call finds the real source instead of chasing green median dashboards.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  Password Hashing & Credential Storage Review Prompt

  Review how an application hashes and stores user passwords and secrets, and produce a hardened credential-storage design using a modern memory-hard KDF with correct parameters, salting, and migration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Idle-in-Transaction Session Remediation Prompt

  Track down long 'idle in transaction' sessions that hold locks and pin the xmin horizon so autovacuum can't reclaim dead tuples, then decide what to terminate, what to fix in the app, and which timeouts to set — before bloat and lock waits cascade into an outage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Materialized View Refresh Strategy Prompt

  Design a safe refresh strategy for Postgres materialized views — choosing between plain and CONCURRENTLY refresh, scheduling cadence, staleness tolerance, and the unique index CONCURRENTLY requires — so dashboards stay fast without long ACCESS EXCLUSIVE locks or runaway bloat on the matview.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Temp File Spill & work_mem Tuning Prompt

  Diagnose why queries spill sorts, hashes, and aggregates to temp files on disk, then right-size work_mem per-query and per-role instead of globally — so slow queries stop thrashing disk without blowing up total memory under concurrency.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Blast-Radius & Dependency Mapper Prompt

  Reconstruct the technical blast radius of an incident from the timeline — which services, dependencies, and downstream consumers were degraded, and how the failure propagated — so the impact section reflects the whole affected surface, not just the service that paged.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Participant Interview Question Generator Prompt

  Generate tailored, blameless interview questions for each person who was involved in an incident — so the facilitator can surface contributing factors, decision context, and 'what made sense at the time' before drafting the postmortem.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Response-Toil & Automation-Candidate Finder Prompt

  Scan an incident timeline for the manual, repetitive, and error-prone steps the responders had to perform by hand — and turn them into concrete automation, runbook, or tooling candidates for the action-item list.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus keep_dropped_targets Limit Tuning Prompt

  Set keep_dropped_targets on service-discovery-heavy Prometheus servers to cap the memory spent retaining metadata for relabel-dropped targets, so a churny SD source (Kubernetes, EC2, Consul) can't quietly balloon scrape-manager memory or the /api/v1/targets response.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus OAuth2 Scrape Target Authorization Prompt

  Configure and troubleshoot OAuth2 client-credentials authorization on Prometheus scrape jobs so that Prometheus can pull /metrics from targets sitting behind an OIDC-protected gateway without leaking secrets or hammering the token endpoint.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Native OTLP Receiver Ingestion Prompt

  Enable and tune Prometheus's built-in OTLP metrics receiver (/api/v1/otlp/v1/metrics) so OpenTelemetry SDKs and Collectors can push straight into Prometheus with correct name translation, resource-attribute promotion, and out-of-order handling — without a separate remote_write bridge.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Brownfield Import & Bulk Adoption Prompt

  Adopt an existing, hand-built cloud estate into Pulumi safely — bulk-importing live resources into state, generating matching program code, and reconciling drift without destroying or recreating anything in production.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Python SIGHUP Config Hot-Reload Daemon Prompt

  Add safe config hot-reloading to a long-running Python daemon so operators can apply new settings with a SIGHUP (or systemctl reload) instead of a full restart that drops in-flight work.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Feature Flags Upgrade Enablement Plan Prompt

  Plan the safe enablement of RabbitMQ feature flags before and after a version upgrade, so all cluster nodes agree on the schema, required flags are on before you upgrade past their version, and no node is left on an incompatible state.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ on Kubernetes Cluster Operator Deployment Design Prompt

  Design a production RabbitMQ deployment on Kubernetes using the RabbitMQ Cluster Operator, covering StatefulSet sizing, quorum queues, persistence, anti-affinity, and safe rolling upgrades.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Queue Max-Length & Overflow Behavior Design Prompt

  Design bounded RabbitMQ queues with max-length / max-length-bytes limits and the right overflow behavior (drop-head, reject-publish, or reject-publish-dlx) so a slow consumer never exhausts broker memory or disk.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Big Key and Hot Key Analysis Prompt

  Hunt down oversized keys and traffic-skewed hot keys that cause latency spikes, uneven cluster load, and blocking deletes — then fix them safely.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Client-Side Caching (Tracking) Design Prompt

  Design a RESP3 client-side caching layer with server-assisted invalidation — default vs broadcast tracking, BCAST prefixes, OPTIN/OPTOUT — without serving stale data.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Redis Advanced

  Redis Multithreaded I/O and Threading Tuning Prompt

  Decide whether io-threads, lazy-free background threads, and CPU pinning will actually help — or hurt — a latency-sensitive Redis instance, with real INFO evidence.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  Session Cookie Security Hardening Review Prompt

  Review how a web application issues and manages session cookies and produce a hardened cookie policy covering Secure, HttpOnly, SameSite, scoping, lifetime, and session-fixation defenses.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Intermediate

  OpenStack Skyline Dashboard Gateway Deployment Design Prompt

  Design a production Skyline (skyline-apiserver + skyline-console) deployment in Kolla-Ansible — Keystone integration, VIP/TLS through HAProxy, WebSocket console proxying, and a safe cutover path from Horizon — without breaking SSO or noVNC.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Live Progress Bar with chat.update Prompt

  Render a single self-updating Slack message that shows live progress for a long-running deploy or job, using chat.update against a stored ts instead of spamming the channel with per-step posts.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack response_url Delayed Follow-up Design Prompt

  Use the response_url from slash commands and interactive payloads to send delayed follow-up messages after the 3-second ack, respecting its 30-minute / 5-use lifecycle instead of leaking it or letting long work time out.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack team.accessLogs Login Anomaly Monitor Prompt

  Build a bot that polls team.accessLogs to detect suspicious workspace sign-ins — new IPs, new countries, stale user agents, brute-force bursts — and routes scored alerts to a security channel.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  systemd Service Sandboxing Hardening Review Prompt

  Review a systemd unit and produce a hardened, least-privilege sandbox using directives like ProtectSystem, NoNewPrivileges, capability bounding, syscall filtering, and namespace isolation without breaking the service.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card Fallback & Version Compatibility Prompt

  Design Adaptive Cards that render cleanly across every Teams host (desktop, web, mobile, Outlook, older clients) by setting the right schema version and adding element-level fallback so newer features degrade gracefully instead of blanking the card.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Advanced

  Teams Graph App Secret & Certificate Rotation Prompt

  Design a zero-downtime rotation process for the Entra ID app registration credentials (client secrets or certificates) behind a Teams Graph integration, so bots and automation never break with AADSTS7000215 'invalid client secret' when a credential silently expires.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Workflows Webhook Payload Transform Builder Prompt

  Build and debug the transformation that turns raw monitoring JSON (Alertmanager, Datadog, Grafana, CI webhooks) into the exact message wrapper a Power Automate Workflows 'incoming webhook' expects, so cards post reliably instead of returning 400 or rendering blank.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Backend State Lock Timeout Tuning Prompt

  Tune Terraform state locking — lock-timeout, DynamoDB/backend contention, CI concurrency, and safe recovery from stuck locks.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform External & HTTP Data Source Security Review Prompt

  Review Terraform external, http, and local-exec data sources for injection, secret leakage, idempotency, and supply-chain risk.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Plan Noise Reduction & Refresh Strategy Prompt

  Kill perpetual-diff noise in Terraform plans — refresh strategy, ignore_changes, provider default drift, and -refresh=false trade-offs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Grafana Beginner

  Grafana Ad-hoc Filters Variable Prompt

  Add an ad-hoc filters template variable so viewers can dynamically filter dashboards by any label without editing queries.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Alert Silences and Mute Timings Prompt

  Suppress Grafana alert noise during maintenance and off-hours using silences and mute timings without dropping real incidents.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Alerting Notification Templates Prompt

  Author custom Grafana alert notification message templates with Go templating for contact points (Slack, email, PagerDuty).

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Azure Monitor Data Source Design Prompt

  Design a Grafana Azure Monitor data source covering metrics, Log Analytics (KQL), and Resource Graph queries with least-privilege auth.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Business KPI Dashboard Design Prompt

  Design an executive/business KPI dashboard in Grafana with stat panels, trend sparklines, thresholds, and period-over-period comparisons.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana Canvas Panel Design Prompt

  Build a Grafana Canvas panel for custom diagrams and topology with elements bound to live metric data and thresholds.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana CloudWatch Data Source Design Prompt

  Design the Grafana CloudWatch data source for metrics, Logs Insights, and cross-account observability with least-privilege IAM.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana Dashboard Migration Between Orgs Prompt

  Migrate dashboards and folders between Grafana orgs or instances safely — remapping data source UIDs, folders, and preserving links.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Data Links and Drilldowns Prompt

  Wire Grafana data links and drilldowns so panels jump to related dashboards, Explore, or external tools carrying filter context.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Data Source Provisioning YAML Prompt

  Provision Grafana data sources as code with provisioning YAML in /etc/grafana/provisioning/datasources for reproducible, secret-safe config.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Elasticsearch Data Source Design Prompt

  Design a Grafana Elasticsearch data source and query pipeline — index patterns, bucket/metric aggregations, log level fields, and template variables.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Enterprise Reporting PDF Prompt

  Configure scheduled PDF reports in Grafana Enterprise, delivering dashboards to stakeholders via email on a cadence.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Exemplars Metrics to Traces Prompt

  Configure Prometheus exemplars in Grafana so a metric spike links directly to the exact trace that caused it.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Beginner

  Grafana Explore Split View Workflow Prompt

  Use Grafana Explore split view to correlate metrics, logs, and traces ad hoc during an incident without building a dashboard.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana Folder Governance At Scale Prompt

  Design Grafana folder structure, RBAC, and provisioning governance so dashboards stay organized and permissions scale.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana Generic OAuth Proxy Auth Prompt

  Configure Grafana Generic OAuth SSO or auth proxy against any OIDC provider, with role mapping and secure token handling.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Geomap Panel Design Prompt

  Design a Grafana Geomap panel to plot geospatial metrics with markers, heatmaps, and layers driven by lat/lon or geohash fields.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana Grizzly Dashboards as Code Prompt

  Manage Grafana dashboards, folders, and alert rules as code with Grizzly (grr) using a kubectl-style apply/diff workflow.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Image Renderer Setup Prompt

  Set up the Grafana image renderer as a plugin or remote service for panel image rendering, alert images, and PDF reports.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Incident Timeline Dashboard Prompt

  Build a single-pane incident timeline dashboard in Grafana correlating annotations, deploys, alerts, and key signals on one shared time axis.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Infinity (JSON/CSV/GraphQL/REST) Data Source Prompt

  Use the Grafana Infinity plugin to visualize JSON, CSV, GraphQL, and REST API data with root selectors, column parsing, and auth.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana InfluxDB (Flux/InfluxQL) Data Source Prompt

  Configure a Grafana InfluxDB data source with both Flux and InfluxQL, choosing the right query language per version and building efficient panels.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana LDAP Auth Mapping Prompt

  Configure Grafana LDAP authentication with org membership and role mapping from directory groups, including Active Directory.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Library Panels Reuse Prompt

  Design reusable Grafana library panels shared across many dashboards so one edit propagates everywhere without copy-paste drift.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Node Graph Service Map Prompt

  Build a Grafana Node graph panel that renders service dependency maps from tracing or metrics data with health-coded edges.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana PagerDuty/Opsgenie Contact Point Prompt

  Configure Grafana Alerting contact points for PagerDuty and Opsgenie with notification policies, routing by label, and severity mapping.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Public Dashboards Secure Sharing Prompt

  Enable Grafana public dashboards for safe external sharing while controlling data exposure, caching, and access scope.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Query Caching Enterprise Prompt

  Configure Grafana Enterprise query caching to cut data source load and speed dashboards, with per-data-source TTLs and Redis backend.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana SQL Data Source (Postgres/MySQL) Dashboards Prompt

  Build Grafana dashboards on Postgres or MySQL data sources using SQL macros ($__timeFilter, $__timeGroup) for time series and tables.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana State Timeline and Status History Prompt

  Design Grafana State timeline and Status history panels to visualize discrete states like up/down, deploy phases, and health over time.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Synthetic Monitoring Checks Prompt

  Design Grafana Synthetic Monitoring checks (HTTP, ping, DNS, traceroute, k6 browser) with probe locations, assertions, and SLO alerting.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Intermediate

  Grafana Table Panel Transformations Prompt

  Shape Grafana table panels with transformations — join, organize, group-by, and calculations — to turn raw query frames into readable tables.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana Team Sync External Groups Prompt

  Map external IdP groups (LDAP/SAML/OAuth) to Grafana teams with team sync so membership and permissions stay automatic.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana Terraform Provider Dashboards Prompt

  Manage Grafana dashboards, folders, and alerts as code using the Terraform grafana provider with stable UIDs and state.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Advanced

  Grafana Usage Insights & Analytics Prompt

  Use Grafana Enterprise Usage Insights to find unused dashboards, heavy data sources, and slow queries, then act on the analytics.

  • Claude
  • ChatGPT
  Open prompt
• Grafana Beginner

  Grafana Value Mappings and Thresholds Prompt

  Configure Grafana value mappings, thresholds, and color schemes so panels turn raw numbers into clear, consistent status signals.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis ACL and Security Hardening Prompt

  Harden Redis with ACL users and rules, command renaming, protected-mode, and bind, applying least privilege and closing default-access holes.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis Backup and Migration Plan Prompt

  Plan Redis backups with BGSAVE/RDB, move keys with DUMP/RESTORE and MIGRATE, and sequence safe version upgrades and data migrations.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Caching Strategy Design Prompt

  Design a Redis caching layer — cache-aside, write-through, write-behind patterns, TTLs, and stampede protection for read-heavy services.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis Cluster Sharding Design Prompt

  Design Redis Cluster sharding — 16384 hash slots, resharding, hash tags, and multi-key operation constraints across shards.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Connection Pool Tuning Prompt

  Tune Redis client connection pools: pool sizing, timeouts, maxclients, TCP keepalive, and avoiding connection exhaustion and leaks.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Data Structure Selection Prompt

  Choose the right Redis type — string, hash, list, set, sorted set, stream, bitmap, or HyperLogLog — for a given use case and access pattern.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis Distributed Lock and Redlock Design Prompt

  Design SET NX PX distributed locks safely, evaluate Redlock and its controversy, and add fencing tokens to avoid split-brain writes.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Eviction Policy Tuning Prompt

  Tune Redis maxmemory and maxmemory-policy — allkeys-lru, volatile-ttl, LFU, noeviction — to match cache vs data-store workloads.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Keyspace Notifications Setup Prompt

  Configure notify-keyspace-events to receive expired, evicted, and mutation events via keyspace/keyevent pub/sub, with delivery caveats.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Leaderboard Sorted Set Design Prompt

  Design scalable leaderboards with Redis sorted sets using ZADD/ZRANGE/ZRANK, handling ties, pagination, and huge member counts.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis Lua Scripting Review Prompt

  Review Redis Lua scripts — EVAL/EVALSHA, atomicity, KEYS vs ARGV, and script safety — to keep server-side logic correct and non-blocking.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis Memory Optimization Prompt

  Analyze Redis memory usage — encodings, big keys, fragmentation — and reduce footprint with listpack/intset thresholds and smarter modeling.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis Persistence RDB/AOF Config Prompt

  Configure Redis durability — RDB snapshots vs AOF, appendfsync policy, and hybrid persistence — balancing data safety against latency.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Pipelining and Batching Optimization Prompt

  Optimize Redis throughput with pipelining and batching — cut round-trip latency, size batches safely, and avoid blocking the event loop.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Pub/Sub Messaging Design Prompt

  Design Redis messaging — Pub/Sub vs Streams, fan-out patterns, sharded pub/sub, and the at-most-once delivery caveats to plan around.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Rate Limiter Design Prompt

  Design token bucket and sliding window rate limiters in Redis using INCR/EXPIRE or atomic Lua, avoiding race conditions and TTL bugs.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Replication Setup Review Prompt

  Review Redis primary/replica topology — replicaof, replica-read-only, sync health, and lag — for read scaling and failover readiness.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis Sentinel High Availability Design Prompt

  Design Redis Sentinel HA — quorum, automatic failover, and client discovery — for resilient primary/replica setups without Cluster.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Session Store Design Prompt

  Design a Redis session store with correct TTLs, serialization, and a decision between sticky sessions and shared session state.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis SLOWLOG and Latency Analysis Prompt

  Diagnose Redis latency using SLOWLOG, LATENCY monitoring, and latency-monitor-threshold to find slow commands and blocking sources.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis Streams Consumer Groups Design Prompt

  Design Redis Streams processing — XADD/XREADGROUP/XACK, pending entries lists, claiming stuck messages, and trimming for at-least-once delivery.

  • Claude
  • ChatGPT
  Open prompt
• Redis Advanced

  Redis TLS Configuration Review Prompt

  Review Redis TLS setup: tls-port, certificates, client authentication (mTLS), and cluster/replication TLS, catching common misconfigurations.

  • Claude
  • ChatGPT
  Open prompt
• Redis Intermediate

  Redis Transactions MULTI/EXEC Design Prompt

  Design correct Redis transactions with MULTI/EXEC/WATCH optimistic locking and understand atomicity limits and rollback behavior.

  • Claude
  • ChatGPT
  Open prompt
• Redis Beginner

  Redis TTL and Expiration Strategy Prompt

  Design TTL hygiene with EXPIRE/PEXPIRE, understand active vs lazy expiry, and avoid immortal keys and expiry-driven latency spikes.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Advanced

  Kafka Cluster Sizing & Capacity Planning Prompt

  Size a Kafka cluster end to end — broker count, partition counts, retention, disk, memory, and network — for a target throughput, with headroom for spikes and broker failure.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Intermediate

  Kafka Consumer Lag Investigation Prompt

  Investigate and reduce growing consumer lag by isolating the root cause — slow processing, partition skew, GC pauses, or broker-side bottlenecks — then prescribe targeted fixes.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Advanced

  Kafka Consumer Rebalance Storm Triage Prompt

  Diagnose frequent or looping consumer-group rebalances by working through session, heartbeat, and poll timeouts, static membership, and the rebalance protocol in use.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Advanced

  Kafka Exactly-Once Semantics Design Prompt

  Design exactly-once processing across a produce-process-consume pipeline using the idempotent producer and transactions, with honest guidance on where EOS holds and where it does not.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Advanced

  Kafka Partition Reassignment & Broker Decommission Plan Prompt

  Plan a safe partition reassignment or broker decommission using throttled data movement, staged batches, and verification, minimizing impact on live traffic.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Intermediate

  Kafka Producer Throughput & Latency Tuning Prompt

  Tune Kafka producer batching, compression, acks, linger, and idempotence to hit a throughput or latency target while keeping the durability guarantees you actually need.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Advanced

  Kafka TLS, SASL & ACL Security Hardening Prompt

  Harden a Kafka cluster end to end — TLS encryption, SASL authentication, and least-privilege ACLs with per-principal scoping — and produce a phased rollout that avoids locking out clients.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Intermediate

  Kafka Topic Design & Partitioning Strategy Prompt

  Design a Kafka topic from first principles — partition count, keying, replication factor, min.insync.replicas, and retention vs. compaction — to match ordering, scale, and durability needs.

  • Claude
  • ChatGPT
  Open prompt
• Kafka Advanced

  Kafka ZooKeeper to KRaft Migration Plan Prompt

  Plan a staged migration from ZooKeeper-based Kafka to KRaft mode with version prerequisites, controller quorum design, rollback checkpoints, and validation at each phase.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  AI Triage-to-Action Pipeline Design Prompt

  Design an end-to-end pipeline that ingests a noisy signal, uses AI to triage and rank likely causes, then hands off to a bounded, auditable action layer — keeping the AI advisory by default and only auto-acting on high-confidence, low-risk classes.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Alertmanager Routing Tree Matcher Design Review Prompt

  Design or review an Alertmanager routing tree — receivers, matchers, group_by, continue, and timers — so every alert reaches the right team exactly once without falling through to a catch-all.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Application Secrets Sprawl Discovery Audit Prompt

  Audit where an application's secrets actually live (env files, config, container images, CI variables, code) to find sprawl, plaintext exposure, and missing rotation, then design a path to a managed secrets store.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Automation Audit Ledger and Evidence Design Prompt

  Design an append-only audit ledger for automated actions that captures who/what/why/before/after for every state change, links it to the triggering signal and approver, and produces the evidence needed to answer 'why did the system do that?' and to satisfy compliance reviews.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Intermediate

  ALB Target Group Health Check Diagnosis Prompt

  Diagnose unhealthy or flapping targets behind an Application Load Balancer by correlating target-group health-check config, target reachability, security groups, and application response codes.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Advanced

  Auto Scaling Group Scaling Policy Review Prompt

  Review an EC2 Auto Scaling Group's scaling policies, health checks, and capacity settings to fix slow reactions, thrashing, or under/over-provisioning during traffic swings.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Advanced

  AWS Backup & DR RPO/RTO Resilience Review Prompt

  Review AWS Backup plans, cross-region/account copies, and recovery procedures against stated RPO/RTO targets to find gaps that would block or slow a real recovery.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Intermediate

  EBS Volume & Snapshot Cost and Performance Review Prompt

  Audit EBS volumes and snapshots for wasted spend (idle/unattached volumes, over-provisioned IOPS, stale snapshots) and performance bottlenecks, and recommend right-sized volume types.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Advanced

  EKS Node & Pod NotReady Triage Prompt

  Triage NotReady EKS nodes and Pending/CrashLooping pods by correlating kubectl status, node conditions, resource pressure, and the CNI/kubelet so workloads schedule and stay healthy.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Advanced

  IAM AccessDenied Error Diagnosis Prompt

  Pinpoint why an IAM principal gets AccessDenied by correlating the exact error message with identity policies, resource policies, SCPs, permission boundaries, and session context.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  IAM Role Trust Policy & Confused-Deputy Audit Prompt

  Audit AWS IAM role trust policies for over-broad assume-role principals, missing external IDs, and confused-deputy gaps, and tighten them to least-privilege without breaking legitimate cross-account or service access.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Advanced

  Least-Privilege IAM Design for a New Workload Prompt

  Design a least-privilege IAM role and policy for a greenfield workload from its required AWS actions, scoping permissions with resources and conditions before any code ships.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Advanced

  VPC NACL & Subnet Routing Connectivity Review Prompt

  Review network ACLs, route tables, and subnet layout to explain blocked or asymmetric VPC traffic, with attention to NACL statelessness, ephemeral ports, and routing to gateways.

  • Claude
  • ChatGPT
  Open prompt
• AWS with AI Intermediate

  S3 Bucket Security & Public Access Audit Prompt

  Audit an S3 bucket's security posture end to end: public access blocks, bucket policy, ACLs, encryption, versioning, logging, and TLS enforcement, and rank exposure risks.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Advanced

  AKS Node Pool & Cluster Autoscaler Capacity Debug Prompt

  Diagnose AKS pods stuck Pending or nodes not scaling by correlating scheduler events, node pool config, cluster autoscaler logs, and resource requests to find the capacity, quota, or scheduling constraint blocking placement.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Intermediate

  Azure Backup & Site Recovery DR Readiness Review Prompt

  Review Azure Backup policies and Site Recovery replication config against stated RPO/RTO and retention requirements to surface unprotected resources, recovery gaps, and failover risks before a real disaster tests them.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Advanced

  Bicep What-If Deployment & Drift Review Prompt

  Review the output of an az deployment what-if against a Bicep/ARM template to catch unintended deletes, risky modifications, parameter drift, and configuration changes before a production deployment is applied.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Advanced

  Entra Conditional Access Policy Review Prompt

  Review a set of Conditional Access policies for coverage gaps, conflicting grants, risky exclusions, and lockout hazards, and produce a prioritized hardening plan that strengthens access without breaking break-glass accounts.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Intermediate

  Defender for Cloud Secure Score Remediation Review Prompt

  Triage Microsoft Defender for Cloud recommendations and secure-score controls into a prioritized remediation plan that maximizes score gain and real risk reduction while flagging false positives and exemption candidates.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Advanced

  Entra ID AADSTS Sign-In Failure Debug Prompt

  Decode an Entra ID (Azure AD) AADSTS error and sign-in log entry to pinpoint why an authentication is failing — conditional access, consent, token audience, certificate, or clock skew — and produce a ranked, read-only remediation plan.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Intermediate

  Azure Load Balancer Health Probe Debug Prompt

  Diagnose why backends behind a Standard Load Balancer are marked unhealthy or traffic isn't flowing by correlating probe config, NSG rules, backend pool membership, and outbound/SNAT settings into a ranked root-cause analysis.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Advanced

  Azure UDR & Hybrid Route Table Connectivity Review Prompt

  Review user-defined routes, VNet peering, and forced-tunneling config across a hub-and-spoke topology to find the route that blackholes traffic or bypasses the firewall, and explain the effective-route resolution causing the connectivity break.

  • Claude
  • ChatGPT
  Open prompt
• Azure with AI Intermediate

  Azure VM Right-Sizing & Cost Optimization Review Prompt

  Analyze VM utilization metrics, SKU pricing, and reservation/savings-plan coverage to recommend right-sizing, SKU family moves, and commitment purchases that cut compute spend without starving workloads.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Script Safety & Portability Review Prompt

  Audit an existing Bash script line by line for unsafe quoting, missing strict mode, destructive commands, race conditions, and bashisms that break portability, and return prioritized fixes.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Trap-Driven Cleanup & Rollback Bash Script Prompt

  Write a robust Bash script that uses set -euo pipefail plus EXIT/ERR/INT traps to guarantee temp-file cleanup and partial-work rollback even when a command fails midway.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Cinder Volume Stuck-State Recovery Prompt

  Safely diagnose Cinder volumes stuck in transitional states (creating, attaching, detaching, error_deleting, in-use after VM deletion) by correlating cinder-volume logs, backend driver state, and Nova attachment records before any reset-state.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Advanced

  Configure NGINX TLS, HSTS & OCSP Stapling Prompt

  Build a modern, A-grade NGINX TLS configuration with correct protocol/cipher selection, OCSP stapling, session settings, and a safe HSTS rollout, then verify it against a real handshake.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Convert a Fragile Bash Pipeline to Python Prompt

  Rewrite an overgrown, fragile Bash script full of pipes, subshells, and string parsing into a maintainable Python program with proper error handling, types, and tests.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  CPU Frequency Governor & Power/Performance Tuning Prompt

  Audit and tune Linux CPU frequency scaling (cpufreq governors, scaling driver, turbo/C-states, energy-performance bias) to balance latency, throughput, and power for a given workload.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Customer-Facing Incident Comms Writer Prompt

  Draft honest, empathetic external incident communications — status-page posts and customer notices across the incident lifecycle — that acknowledge impact without over-promising, leaking internals, or admitting unverified fault, for a human and legal/comms to approve before publishing.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Data-Flow & Trust-Boundary Threat Model Prompt

  Build a data-flow-diagram-driven threat model for a service — identifying trust boundaries, enumerating threats with STRIDE, and ranking concrete mitigations — to harden the design before attackers find the gaps.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Intermediate

  Debug a Failing Ansible Task from -vvv Output Prompt

  Diagnose why a specific Ansible task fails by reading verbose (-vvv) output, isolating the real error from the noise, and proposing a targeted fix without rerunning blindly.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Intermediate

  Debug NGINX 502/504 Upstream Errors Prompt

  Diagnose why NGINX returns 502 Bad Gateway or 504 Gateway Timeout from an upstream by correlating the error log, the proxy block, and upstream health into a ranked root-cause list with fixes.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Advanced

  Design an Ansible Dynamic Inventory Prompt

  Replace a brittle static inventory with a dynamic inventory plugin (AWS/GCP/Azure or custom script) that auto-groups hosts by tags and keeps group_vars wiring intact.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Advanced

  Design an Ansible Vault Secrets Workflow Prompt

  Set up a clean Ansible Vault workflow — encrypting secrets, separating vaulted vars, vault IDs per environment, and CI integration — without leaking plaintext or breaking diffs.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Advanced

  Design NGINX Rate Limiting with limit_req & limit_conn Prompt

  Design layered NGINX rate limiting using limit_req (request rate + burst) and limit_conn (concurrency) to absorb abuse and bursts without throttling legitimate users, with the right key and shared-memory sizing.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Dirty Page Writeback & VM Tuning Review Prompt

  Review Linux dirty-page writeback tunables (vm.dirty_ratio, dirty_background_ratio, dirty_expire/writeback centisecs, vfs_cache_pressure) against a workload and storage backend to smooth I/O stalls and fsync latency.

  • Claude
  • ChatGPT
  Open prompt
• Docker with AI Beginner

  Docker Build Failure Diagnosis Prompt

  Diagnose a failing `docker build` from the error output and Dockerfile, pinpoint the breaking instruction (cache, COPY path, network, platform, dependency), and give a tested fix.

  • Claude
  • ChatGPT
  Open prompt
• Docker with AI Advanced

  Multi-Arch Image Build with Buildx Design Prompt

  Design a buildx multi-arch (amd64/arm64) image pipeline with the right builder, cross-compilation strategy, cache export, and a single multi-platform manifest pushed to a registry.

  • Claude
  • ChatGPT
  Open prompt
• Docker with AI Intermediate

  Docker Compose Networking & Service Discovery Debug Prompt

  Troubleshoot Compose services that cannot reach each other, fail DNS resolution, hit port conflicts, or start before dependencies are ready, and produce a corrected compose file.

  • Claude
  • ChatGPT
  Open prompt
• Docker with AI Intermediate

  Crashing Container Exit-Code & Log Debug Prompt

  Diagnose why a container exits immediately, restart-loops, or gets OOM-killed by reading its exit code, logs, and inspect output, then produce a ranked fix list.

  • Claude
  • ChatGPT
  Open prompt
• Docker with AI Intermediate

  Container Healthcheck & ENTRYPOINT/CMD Design Prompt

  Design a correct HEALTHCHECK and fix ENTRYPOINT/CMD so the container starts as PID 1, handles signals, reports real readiness, and shuts down gracefully.

  • Claude
  • ChatGPT
  Open prompt
• Docker with AI Advanced

  Container Image Security & CVE Triage Prompt

  Review a built image and scanner report to triage CVEs, harden the Dockerfile, drop the attack surface, and decide what to fix now versus accept with justification.

  • Claude
  • ChatGPT
  Open prompt
• Docker with AI Intermediate

  Image Size Reduction Layer Audit Prompt

  Audit an oversized image layer-by-layer to find what is taking space (caches, secrets, build artifacts, fat base) and produce concrete instructions to shrink it.

  • Claude
  • ChatGPT
  • Dive
  Open prompt
• Docker with AI Intermediate

  Volume Mount & Permission Troubleshooting Prompt

  Fix Docker volume problems: permission-denied on bind mounts, UID/GID mismatch between host and container, data not persisting, or a named volume masking image content.

  • Claude
  • ChatGPT
  Open prompt
• Docker with AI Intermediate

  Multi-Stage Dockerfile Size & Build-Cache Optimization Prompt

  Refactor a bloated Dockerfile into a lean multi-stage build that maximizes layer cache hits, shrinks the final image, and speeds up CI rebuilds without breaking the runtime.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Firing Alert Severity & Escalation Decision Prompt

  Given a firing alert and current impact signals, decide an appropriate severity level and whether to escalate or page additional responders, with explicit reasoning against your severity rubric — leaving the final call to a human.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  First-Alert Triage & Hypothesis Ranking Prompt

  Take a freshly fired alert plus a snapshot of metrics, logs, and recent changes, and produce a ranked list of failure hypotheses with the cheapest next diagnostic step for each — without taking any action on the system.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Intermediate

  Fix Ansible Handlers and Notify Flow Prompt

  Diagnose and correct handler behavior in a playbook — handlers not firing, firing too late, firing every run, or not running on failure — and wire notify/listen correctly.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Intermediate

  Fix NGINX Location Block Precedence Prompt

  Untangle why the wrong NGINX location block is matching a request by tracing prefix vs regex vs exact-match precedence, then reorder/rewrite the blocks so each URL hits the intended handler.

  • Claude
  • ChatGPT
  Open prompt
• GCP with AI Advanced

  GCP Cloud Logging Incident Root-Cause Analysis Prompt

  Work backward from a production incident through Cloud Logging, Error Reporting, and audit logs to find the root cause and the change that triggered it — correlating across services by trace and time, not eyeballing one log stream.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Cloud Monitoring Alert Policy & SLO Design Prompt

  Design Cloud Monitoring alerting policies and SLOs that page on user-facing pain — not noisy threshold alerts — by choosing the right metric, condition, burn-rate windows, and notification routing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Cloud NAT & Egress Connectivity Debug Prompt

  Debug failed outbound connectivity from private GCP instances — Cloud NAT port exhaustion, dropped egress, Private Google Access gaps, and route/firewall blocks — by reasoning from NAT metrics and config instead of assigning public IPs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  Cloud Run Revision Rollout & Traffic-Split Failure Debug Prompt

  Debug a Cloud Run deploy where the new revision won't go Ready, traffic won't shift, or a canary is serving errors — by reasoning from revision status, traffic config, and the readiness/health signals instead of redeploying blindly.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  Cloud SQL Connectivity Triage Prompt

  Diagnose why a client cannot connect to Cloud SQL — private IP routing, authorized networks, SSL/TLS, IAM database auth, and connector vs proxy issues — by walking the connection path instead of opening the instance to the internet.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  Compute Engine Right-Sizing & Idle Reclamation Prompt

  Right-size Compute Engine VMs and reclaim idle instances using Recommender machine-type suggestions, utilization metrics, and disk/IP waste — without breaking workloads that legitimately need the headroom.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GKE Autopilot Resource Right-Sizing & Cost Prompt

  Right-size GKE Autopilot workloads by tuning pod requests, choosing the correct compute class, and removing the bin-packing waste that drives Autopilot bills — using actual usage metrics, not copied-in requests.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  GCP IAM Permission-Denied (403) Debug Prompt

  Decode a specific GCP PERMISSION_DENIED / 403 error by tracing the exact missing permission back through the resource hierarchy, the calling principal, conditions, and deny policies — instead of guessing roles or granting Owner.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Resource Hierarchy & Asset Inventory Audit Prompt

  Audit the GCP org/folder/project hierarchy and Cloud Asset Inventory for orphaned projects, inconsistent labels, lingering default service accounts, and public exposure — to find drift and risk across the estate, not one project at a time.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Secret Manager Access & Rotation Review Prompt

  Review Secret Manager secrets for over-broad access, missing rotation, sprawling versions, and replication/CMEK gaps — so secrets follow least privilege and rotate without breaking the workloads that read them.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD before_script to extends Refactor Prompt

  Refactor sprawling, duplicated before_script and inline shell across jobs into reusable hidden jobs, extends, and !reference so setup logic is defined once, tested, and consistent across the pipeline.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  CircleCI to GitLab CI/CD Migration Prompt

  Translate a CircleCI config.yml into an idiomatic .gitlab-ci.yml, mapping orbs, workflows, executors, contexts, and caching to GitLab equivalents while flagging concepts that don't port cleanly.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Conditional Deploy & Environment Rules Design Prompt

  Design rules: and workflow: logic for environment-aware deploys so the right job runs per branch, tag, and trigger source — auto-deploy to staging, manual gate to prod, skip on docs-only changes — without duplicate or stuck pipelines.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Docker Image Pull & Pre-Pull Optimization Prompt

  Cut wasted pipeline minutes spent pulling large CI images by tuning pull policy, dependency proxy, image pinning, and slimmer base images so jobs start faster without stale or unsafe caching.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD needs: Graph Deadlock & Missing-Job Debug Prompt

  Debug DAG pipelines that error with 'job X needs Y which is not present', skip jobs unexpectedly, or run in the wrong order because needs:, stages, and rules disagree about which jobs exist in the graph.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Protected Variable Leak & Log Exposure Audit Prompt

  Audit a .gitlab-ci.yml and project CI/CD settings for ways secrets leak into job logs, forks, or MR pipelines via unmasked variables, echoed env, expanded interpolation, or protected/masked misconfiguration.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Self-Hosted Runner Autoscale Cost Tradeoff Prompt

  Size and tune an autoscaling self-hosted runner fleet (concurrency, idle scale, machine types, spot) against pipeline queue patterns to cut compute spend while keeping queue wait time within an SLO.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Stuck-Pending Job Runner Triage Prompt

  Diagnose why GitLab CI jobs sit in pending or stuck status by correlating job tags, runner registration, concurrency limits, and runner logs so pipelines stop hanging without a runner picking them up.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD YAML Merge & !reference Conflict Debug Prompt

  Resolve jobs that get the wrong merged configuration when extends, YAML anchors, !reference tags, and include overrides collide, producing silently dropped scripts, lost variables, or unexpected rules.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Glance Image Upload & Store Failure Triage Prompt

  Diagnose Glance image problems — uploads stuck in saving/queued, images that won't boot due to bad properties or format, store backend errors (Ceph/Swift/file), and signature/conversion failures — before re-uploading or deleting image data.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Prometheus Dashboard Panel Query Design Prompt

  Design Grafana panel PromQL with template variables, $__rate_interval, legend formatting, and unit/threshold choices so dashboards stay readable and don't hammer Prometheus on every refresh.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Parameterize Hardcoded Manifests Into a Helm Chart Prompt

  Refactor a pile of static Kubernetes YAML into a clean, reusable Helm chart with a well-designed values.yaml, helpers, and sensible defaults, without over-templating.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Failed Helm Upgrade Recovery Runbook Prompt

  Recover from a failed or partially-applied Helm upgrade by reading release history and status, deciding between rollback, --force, and manual repair, without losing data or compounding the failure.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Human-in-the-Loop Approval Authority Design Prompt

  Design the decision-authority model for human-in-the-loop automation — who may approve which action tier, when two-person review or quorum is required, how approvers get the context to decide well, and how break-glass and timeouts work without weakening the controls.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Click-Ops to IaC Conversion Prompt

  Reverse-engineer manually-created (click-ops) cloud resources into clean infrastructure-as-code and import them into state without recreating or disrupting live resources, across any IaC tool.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  IaC Code Review Checklist Generator Prompt

  Generate a practical, tool-agnostic pull-request review checklist for infrastructure-as-code that covers correctness, security, blast radius, idempotency, and operability — so human reviewers catch what scanners miss.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  IaC Compliance Control Mapping & Evidence Prompt

  Map a compliance framework's controls to enforceable infrastructure-as-code guardrails and generate the audit evidence trail — so 'we're compliant' is provable from code and CI, not asserted in a spreadsheet, across any IaC tool.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  IaC Disaster Recovery & Multi-Region Design Prompt

  Design infrastructure-as-code so a region or environment can be stood up, failed over, or rebuilt from code — parameterized region/account inputs, replicated state, and a tested rebuild path — across any IaC tool.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Greenfield IaC Repo Bootstrap Prompt

  Scaffold a new infrastructure-as-code repository from scratch — directory layout, environment and state conventions, CI skeleton, and contribution guardrails — so a platform team starts on a paved road instead of accreting chaos, across any IaC tool.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  IaC Idempotency & Convergence Review Prompt

  Review infrastructure-as-code for re-apply stability — find resources that show a diff on every run, non-deterministic inputs, and ordering hazards so a no-op apply is truly a no-op, across Terraform, Ansible, Helm, or CloudFormation.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Large IaC Codebase Refactor Plan Prompt

  Plan a safe, incremental refactor of a large or tangled infrastructure-as-code codebase — decompose monoliths, untangle dependencies, and sequence the work so live infrastructure is never recreated mid-flight, across any IaC tool.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  IaC Module Documentation Generator Prompt

  Generate clear, consumable documentation for an infrastructure-as-code module, role, or chart — inputs, outputs, examples, requirements, and an upgrade note — so consumers adopt the paved road without reading the source, across any IaC tool.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Policy-as-Code Rule Authoring from a Governance Requirement Prompt

  Translate a written governance or compliance requirement into enforceable policy-as-code rules — choosing the right engine (OPA/Rego, Sentinel, Checkov, cfn-guard, Kyverno) and writing the rule with clear messages, tests, and a graduated rollout.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  IaC State Backend & Topology Strategy Prompt

  Design where IaC state lives and how it's split — remote backends, locking, and state/stack boundaries — so blast radius is contained, plans stay fast, and teams can work without stepping on each other, across any stateful IaC tool.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Idempotent systemd-Timer Maintenance Job Prompt

  Write a safe, idempotent maintenance job (script plus systemd service and timer units) that can run on a schedule, survive overlaps and missed runs, and never corrupt state when run twice.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident Status Update for Stakeholders Prompt

  Turn the current state of an active incident into clear, honest internal status updates tailored to leadership, support, and engineering audiences, with a consistent cadence and no over-promising — drafts only, for a human to review and send.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Incident Timeline to Runbook Generation Prompt

  Turn the messy timeline of a just-resolved incident — chat logs, commands run, graphs, and decisions — into a clean, reusable runbook with detection signals, decision points, exact verified steps, and a clear marking of which steps are safe to later automate.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Keystone Token & Auth Failure Triage Prompt

  Diagnose Keystone authentication and authorization failures (401/403, expired Fernet tokens, broken role assignments, federation/LDAP lookup errors) by tracing the auth request through token validation, catalog, and policy enforcement.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  CrashLoopBackOff Triage From Describe and Logs Prompt

  Walk a CrashLoopBackOff pod from kubectl describe, previous-container logs, and exit codes to a precise root cause and fix, instead of blindly restarting it.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Deployment Production-Readiness Review Prompt

  Review a Kubernetes Deployment manifest against a production-readiness checklist (probes, resources, security context, rollout strategy, PDB, anti-affinity) before it ships.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Zero-Trust NetworkPolicy Design Prompt

  Design a default-deny NetworkPolicy set for a namespace, then add precise ingress/egress allow rules per workload so only intended traffic flows, including DNS and cross-namespace dependencies.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Pending Pod Scheduling Diagnosis Prompt

  Diagnose why a pod is stuck Pending by reading scheduler events, node capacity, and the pod's scheduling constraints, then propose the minimal change to get it scheduled.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Readiness, Liveness and Startup Probe Authoring Prompt

  Author the three probe types correctly for a real workload so liveness restarts only on true hangs, readiness gates traffic accurately, and a startupProbe covers slow boots.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Resource Requests, Limits and HPA Right-Sizing Prompt

  Right-size cpu/memory requests and limits from observed usage and pair them with a sane HPA so a workload scales on the correct signal without thrashing or OOMing.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Zero-Downtime Rollout Plan Prompt

  Plan a zero-downtime rollout of a Kubernetes service by combining rollout strategy, readiness gating, connection draining, PDBs, and a rollback trigger into a step-by-step runbook.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Block I/O Scheduler Selection & Tuning Review Prompt

  Review the per-device block I/O scheduler (mq-deadline, bfq, kyber, none) and queue tunables against a workload and storage type, and recommend a persistent, verifiable configuration.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Container Namespace & Cgroup Confinement Review Prompt

  Review a container's runtime confinement — namespaces, cgroups, capabilities, user mapping, and mounts — to reduce the host attack surface and prevent a compromised container from escaping or exhausting resources.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Policy Routing & Source-Based Routing Design Prompt

  Design and validate Linux policy-based routing (multiple routing tables, ip rule, source routing) for multi-homed or multi-gateway hosts, with a dry-run-first plan that avoids cutting your own SSH session.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Log-Driven Incident Timeline Builder Prompt

  Reconstruct a precise, normalized incident timeline from scattered logs, alert timestamps, deploy events, and chat messages — reconciling time zones and ordering correlated-but-not-causal events without inventing entries.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Intermediate

  Make an Ansible Playbook Idempotent Prompt

  Rewrite a playbook that reports 'changed' on every run into a truly idempotent one, replacing shell/command hacks with proper modules and adding correct change detection.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  mdadm Degraded Software RAID Recovery Planning Prompt

  Diagnose a degraded or failed Linux software RAID array and produce a careful, ordered recovery plan (disk identification, replacement, resync, and verification) before touching any disk.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Alert Noise Reduction to Surface Real Signal Prompt

  Analyze an on-call alert stream to cut the noise that buries real incidents, so responders trust the page and react to genuine signals immediately instead of triaging which alert actually matters.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Baseline and Target-Setting per Service Prompt

  Establish a credible MTTR baseline for each service and set realistic, phase-aware reduction targets, so reliability goals are measurable and the team knows which lever moves the number.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Detection-First Alert Design Prompt

  Design or redesign a service's alert set so genuine incidents fire fast, early, and with enough detail that responders skip the 'is this real?' phase entirely, shrinking time-to-detect.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Diagnosis Dashboard Design Prompt

  Design a purpose-built incident-diagnosis dashboard that answers 'what is broken and where' in the first minute, so responders stop tab-hopping across a dozen dashboards during an active incident.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Escalation Path Latency Audit Prompt

  Audit how a team structures on-call and escalation to find where time is lost getting the right human onto an incident — unanswered pages, slow tier transitions, missing subject-matter routing — and redesign for faster engagement.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Advanced

  MTTR Fast and Safe Rollback Path Design Prompt

  Design a pre-planned, fast, and safe rollback path for a service so that when a bad deploy causes an incident, mitigation is a known one-command action rather than an improvised, risky scramble.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Advanced

  MTTR Incident History Bottleneck Analysis Prompt

  Analyze a batch of past incidents to find where MTTR is actually being spent across detect, engage, diagnose, mitigate, and verify, then target the phase that yields the biggest time savings.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Advanced

  MTTR Instrumentation Gap Audit for Faster Root-Causing Prompt

  Audit a service's metrics, logs, and traces to find the instrumentation gaps that force responders to guess, add print statements, or wait for a repro — the gaps that make root cause analysis slow.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Runbook Quality Uplift for Faster Resolution Prompt

  Audit and rewrite an existing runbook specifically for resolution speed — removing ambiguity, missing prerequisites, and decision dead-ends that make a tired on-call engineer stall at 3am.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Intermediate

  MTTR Service-Specific Triage Decision Tree Prompt

  Build a deterministic, branch-by-symptom triage decision tree for one named service so any responder reaches the right hypothesis and runbook in minutes, removing the open-ended 'where do I even start' delay.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Multi-Step Ops Workflow Checkpoint Orchestration Prompt

  Orchestrate a long, multi-step operational workflow (migration, rollout, recovery) so it is restartable from durable checkpoints, compensates partial progress on failure, and never leaves the system in an unknown half-applied state when a step crashes mid-flight.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Advanced

  MySQL 5.7 to 8.0 Upgrade Readiness Prompt

  Build a safe, staged plan to upgrade MySQL 5.7 to 8.0 (or MariaDB across majors): run the upgrade checker, surface removed/changed defaults, reserved words and collation pitfalls, and sequence the cutover with a rollback path.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Advanced

  MySQL CPU Spike & Query Load Triage Prompt

  Triage a sudden MySQL/MariaDB CPU spike or load surge under live traffic: find the queries and threads burning CPU, separate a bad query plan from a thundering-herd or plan-flip, and stabilize without an outage.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Advanced

  MySQL Crash Recovery & InnoDB Corruption Triage Prompt

  Triage a MySQL/MariaDB instance that won't start or crash-loops after an unclean shutdown or hardware fault: read the error log, decide on innodb_force_recovery levels, and recover data without making corruption worse.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Advanced

  MySQL Disk Full & Tablespace Reclaim Prompt

  Recover a MySQL/MariaDB instance from a full data disk and reclaim space from bloated InnoDB tablespaces, binary logs, undo, and temp files without corrupting data or triggering more downtime.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Intermediate

  MySQL Foreign Key & Data Integrity Audit Prompt

  Audit a MySQL/MariaDB schema for missing or mismatched foreign keys, orphaned rows, ON DELETE/UPDATE behavior risks, and constraint gaps, then propose a safe plan to add integrity without breaking writes or replication.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Advanced

  MySQL Long-Running Transaction & History List Length Prompt

  Track down long-running and idle-in-transaction sessions that bloat the InnoDB history list length, stall purge, and balloon the undo log/ibdata, then resolve them safely without rolling back legitimate work.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Intermediate

  MySQL Temp Table & Filesort Spill Tuning Prompt

  Diagnose queries spilling to on-disk temporary tables and filesorts, tune tmp_table_size/max_heap_table_size and sort/join buffers, and rewrite the offending SQL so sorts and GROUP BYs stay in memory.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Intermediate

  MySQL Too Many Connections & Pooling Prompt

  Diagnose 'ERROR 1040: Too many connections' and connection exhaustion, then right-size max_connections, kill runaway sessions safely, and design application-side pooling so the database stops falling over under load.

  • Claude
  • ChatGPT
  Open prompt
• MySQL Intermediate

  MySQL User Privilege & Access Hardening Prompt

  Audit MySQL/MariaDB users, grants, and host patterns for least privilege: find wildcard hosts, anonymous and password-less accounts, over-broad GRANTs, and risky global privileges, then produce a safe remediation plan.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Neutron Port Binding Failed Debug Prompt

  Diagnose Neutron ports stuck in BINDING_FAILED or DOWN by tracing the ML2 mechanism driver negotiation, the L2 agent state on the compute host, and the segment/physnet mapping that the vif_type resolution depends on.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova-compute Host Health Recovery Prompt

  Triage an unhealthy nova-compute host reporting as down in the service list — distinguishing a dead nova-compute service, a hung libvirt/qemu, an AMQP heartbeat problem, or a wedged hypervisor — and recover it without endangering running instances.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova Live Migration Failure Debug Prompt

  Debug failed or stuck Nova live migrations — pre-check rejections, instances stuck in MIGRATING, libvirt 'migration job' errors, and post-migration cleanup left on the source host — across shared and block (non-shared) storage scenarios.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova NoValidHost Scheduler Triage Prompt

  Diagnose why nova-scheduler returns NoValidHost for a boot/migrate request by walking the filter chain, Placement allocation candidates, and host aggregate metadata to find which constraint eliminated every compute host.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Container Image CVE Remediation Plan Prompt

  Turn a noisy container image vulnerability scan into a prioritized, action-ready remediation plan that separates base-image fixes from application-dependency fixes and from unfixable noise.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  On-Call Shift Handoff Summary Builder Prompt

  Compile a complete, skimmable on-call handoff from open incidents, recent alerts, ongoing mitigations, and watch items so the incoming engineer has full context — preserving every open thread and explicit owner without dropping risk.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  OpenSSL TLS Certificate Renewal & Rotation Runbook Prompt

  Produce a precise runbook to inspect, renew, and rotate a TLS certificate and private key on a Linux service (CSR, chain assembly, deployment, reload, and verification) without an outage.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Oslo.messaging RabbitMQ Backlog Triage Prompt

  Diagnose OpenStack control-plane slowness or stuck operations caused by RabbitMQ/oslo.messaging issues: ballooning reply/notification queues, partitioned clusters, stale agent consumers, and RPC timeouts across Nova/Neutron/Cinder.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Outbound Firewall Egress Allowlist Hardening Prompt

  Design a default-deny egress firewall policy from observed outbound traffic, locking down which destinations a host or workload may reach to contain data exfiltration and command-and-control without breaking required dependencies.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Advanced

  Performance-Tune NGINX Workers, Keepalive & gzip Prompt

  Tune NGINX for throughput and latency by setting worker/connection limits, keepalive (client and upstream), buffering, sendfile, and compression correctly for the hardware and workload, with measured before/after.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Placement Inventory & Allocation Reconcile Prompt

  Audit and reconcile the OpenStack Placement service for resource-provider inventory drift, leaked/orphaned allocations, and incorrect allocation ratios that cause phantom 'full' hypervisors or scheduling failures.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Post-Incident Follow-Up Action Items Extractor Prompt

  Convert a postmortem or RCA into a prioritized, deduplicated set of SMART follow-up action items — each tied to the contributing factor it addresses, with an owner role, effort estimate, and a guardrail against busywork that doesn't reduce recurrence risk.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Advanced

  Postgres Checkpoint & WAL Throughput Tuning Prompt

  Smooth out checkpoint-driven I/O spikes and write stalls by tuning checkpoint, WAL, and full-page-write settings for the workload — without risking longer crash recovery than the RTO allows.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Advanced

  Postgres Disk-Full & pg_wal Growth Emergency Triage Prompt

  Work through a Postgres disk-full or runaway pg_wal/pg_xlog incident under pressure — find what is consuming space, free it safely, and recover the instance without deleting WAL Postgres still needs.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Advanced

  Postgres Integer Primary-Key / Sequence Exhaustion Remediation Prompt

  Plan the migration of an int4 (serial) primary key approaching its 2.1-billion ceiling to bigint, with a low-downtime backfill and a tested cutover before INSERTs start failing.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Advanced

  Postgres on Kubernetes Operator Troubleshooting Prompt

  Diagnose a Postgres cluster managed by a Kubernetes operator (CloudNativePG, Crunchy PGO, Zalando) — stuck failovers, pods CrashLooping, PVC/storage issues, and split-brain risk — using operator status and pod logs.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Intermediate

  Postgres pg_dump / pg_restore & Bulk Load Tuning Prompt

  Speed up a slow logical dump/restore or large data load by tuning pg_dump/pg_restore parallelism and the session-level settings (maintenance_work_mem, WAL, indexes, constraints) without compromising durability of the live system.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Intermediate

  Postgres pg_hba.conf Authentication & TLS Hardening Prompt

  Review and harden Postgres client authentication — pg_hba.conf rules, auth methods (scram vs md5 vs trust), and TLS configuration — to close access gaps without locking out legitimate apps or replicas.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Advanced

  Postgres Planner Mis-Estimation & Extended Statistics Prompt

  Fix bad query plans caused by wrong row estimates — correlated columns, skewed distributions, or stale stats — using ANALYZE, statistics targets, and CREATE STATISTICS rather than blunt planner hacks.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Intermediate

  Postgres Statement Timeout & Runaway Query Governance Prompt

  Set up guardrails against runaway and stuck queries — statement_timeout, idle_in_transaction_session_timeout, lock_timeout, and a safe termination playbook — scoped per role so analytics and OLTP get the right limits.

  • Claude
  • ChatGPT
  Open prompt
• Postgres Advanced

  Postgres TOAST & Large-Value Storage Tuning Prompt

  Diagnose performance and bloat problems caused by large column values (text, JSONB, bytea) and tune TOAST storage strategy, compression, and column layout to cut I/O and detoasting overhead.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Action Item Recurrence-Risk Prioritizer Prompt

  Rank a postmortem's action items by how much each reduces the chance and cost of the incident recurring, so an overloaded team ships the few fixes that actually move reliability instead of a long undifferentiated list.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Beginner

  Postmortem Closeout Definition-of-Done Verifier Prompt

  Check a finished postmortem against a clear exit checklist before it is closed, so it ships with a verified timeline, quantified impact, system-level causes, owned action items, and no blame language.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Advanced

  Postmortem Contributing Factors vs Root Cause Classifier Prompt

  Sort a postmortem's tangle of causes into the true root cause, the contributing factors, the proximate trigger, and the mitigating factors, so the document fixes the systemic source instead of stopping at the first plausible explanation.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Review Pre-Read Pack Generator Prompt

  Turn a draft postmortem into a concise pre-read pack that primes review attendees with the facts, open questions, and discussion goals so the blameless review meeting debates causes and fixes instead of reconstructing what happened.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Advanced

  Postmortem Human-Factors & Cognitive Load Analysis Prompt

  Analyze how the incident's tooling, alerts, and process loaded responders' attention and decision-making, so the postmortem fixes the conditions that made good operators make understandable mistakes instead of blaming the operators.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Advanced

  Postmortem Latent Risk Extractor Prompt

  Mine a postmortem for the latent, systemic risks an incident exposed but didn't directly trigger, so the team fixes the conditions that made the failure possible rather than only the immediate cause.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Advanced

  Postmortem Lessons-to-Training-Scenario Converter Prompt

  Convert a real postmortem into a reusable tabletop or game-day scenario so the lessons get rehearsed by the on-call team instead of being read once and forgotten.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Advanced

  Postmortem Quarterly Systemic Themes Report Prompt

  Roll up a quarter's worth of postmortems into a leadership-ready report that names the systemic themes driving incidents and recommends where to invest, turning a pile of individual writeups into a reliability strategy.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Stakeholder Distribution Variants Prompt

  Spin one approved postmortem into audience-tailored versions (executives, the engineering team, affected customers, and an internal wiki record) without changing the underlying facts, so each reader gets the right depth and framing.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Timeline Dark-Time Analyzer Prompt

  Break an incident timeline into detect, acknowledge, diagnose, mitigate, and recover phases, then quantify the 'dark time' in each so the postmortem targets the slowest, most fixable delays.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Active Series Cardinality Reduction Triage Prompt

  Triage a TSDB active-series and head-memory blowup by finding the offending metric+label, deciding between drop relabeling, label aggregation, or instrumentation fixes, with a measurable before/after series count.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Missing Metric End-to-End Debugging Prompt

  Walk a metric that isn't showing up in Prometheus through the full path — instrumentation, exposition, target discovery, scrape success, relabeling drops, and staleness — to pinpoint exactly where it vanishes.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Multi-Window Multi-Burn-Rate SLO Alert Authoring Prompt

  Author a complete multi-window, multi-burn-rate SLO alerting ruleset (fast + slow burn pairs with for/severity) from an objective and error-budget window, balancing detection speed against false-page rate.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Recording Rule Hierarchy Design and Naming Prompt

  Design a layered recording-rule hierarchy that precomputes expensive aggregations once, follows the level:metric:operations naming convention, and feeds dashboards, SLOs, and alerts from cheap series.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Scrape Config Relabel Target Pruning Design Prompt

  Design relabel_configs in a scrape job to keep/drop the right targets from service discovery, rewrite the instance/job labels, and prune noisy discovered endpoints before they ever scrape.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL group_left Metadata Enrichment Join Prompt

  Write a many-to-one PromQL join with group_left to enrich a metric with labels from an info/metadata series (kube_pod_info, *_build_info) without breaking vector matching or duplicating series.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Latency SLI from Histograms Aggregation Design Prompt

  Build a correct latency SLI/alert from Prometheus histogram metrics — aggregating buckets before histogram_quantile, choosing percentile vs threshold-ratio, and avoiding the average-of-percentiles trap.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Rate Window vs Scrape Interval Mismatch Debugging Prompt

  Diagnose why a rate() or increase() query returns gaps, zeros, jagged graphs, or NaN by reconciling the range window against the scrape interval, staleness, and counter reset behaviour.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Add Pytest Coverage to an Automation Script Prompt

  Wrap an existing Python automation script in a pytest suite that mocks subprocess, network, filesystem, and clock side effects so the logic is tested fast and deterministically without touching real systems.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Idempotent Bulk File Rename & Migrate Tool Prompt

  Write a Python tool that safely renames or relocates large batches of files using a rule set, with mandatory dry-run, collision detection, atomic moves, and an undo manifest so a bad run is reversible.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Log Parser & Anomaly Extractor Prompt

  Build a Python tool that streams large or rotated log files, parses structured and semi-structured lines, aggregates error patterns, and emits a summary report without loading everything into memory.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Retrofit a Python Script with Argparse, Logging & Retries Prompt

  Take an ad-hoc Python script with hardcoded values, print() debugging, and no error recovery, and add a proper argparse CLI, structured logging, and bounded retries with backoff.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Multi-Command Python CLI Tool Scaffold Prompt

  Design a production-ready Python CLI tool with subcommands, global flags, config-file precedence, machine-readable output, and clean exit codes that an ops team can extend without rework.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Alternate Exchange & Unroutable Message Design Prompt

  Design handling for unroutable and rejected messages using alternate exchanges, mandatory-flag returns, and a catch-all topology so messages that match no binding are captured instead of silently dropped.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Backup & Disaster Recovery Design Prompt

  Design a RabbitMQ backup and DR strategy covering definitions export, message durability assumptions, cross-region replication options, and a tested recovery runbook with realistic RPO/RTO.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Cluster Capacity & Sizing Review Prompt

  Right-size a RabbitMQ cluster's node count, memory/disk headroom, file descriptors, and Erlang scheduler settings against measured publish/consume rates and queue depth before scaling or a traffic event.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Heartbeat & Connection Churn Triage Prompt

  Diagnose missed-heartbeat disconnects, connection/channel churn, and 'connection_closed_abruptly' noise by correlating client timeouts, proxy idle limits, and broker heartbeat settings.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Poison Message & Redelivery Loop Triage Prompt

  Diagnose endless requeue/redelivery loops caused by poison messages, nack-without-DLX, and missing delivery-limit handling so a single bad message stops poisoning a consumer group.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Prometheus Monitoring & Alerting Design Prompt

  Design a RabbitMQ observability stack with the right Prometheus metrics, dashboards, and alert thresholds for queue depth, memory/disk alarms, flow control, and node health before incidents happen.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Queue Type Selection Decision Matrix Prompt

  Choose between classic mirrored queues, quorum queues, and streams for a specific workload by weighing durability, ordering, throughput, memory model, and operational trade-offs.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Rolling Cluster Upgrade Plan Prompt

  Plan a safe rolling upgrade of a RabbitMQ cluster across minor/major versions, sequencing node drains, feature-flag enablement, and queue-type compatibility while keeping clients connected.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ TLS, AuthN & AuthZ Hardening Prompt

  Review and harden RabbitMQ transport TLS, listener exposure, user/vhost permissions, and authentication backends against a security baseline without breaking existing clients.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Vhost & Multi-Tenancy Permission Design Prompt

  Design vhost isolation, per-tenant users, and least-privilege configure/write/read permissions plus resource limits so multiple teams or tenants share one cluster safely.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Read-Only-by-Default Automation Promotion Prompt

  Design a maturity model that ships every new automation in read-only/observe-only mode first, then promotes it through suggest, gated-act, and finally auto-act tiers only after it earns trust with evidence — so nothing changes production state on day one.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Intermediate

  Refactor Ansible Tasks into a Reusable Role Prompt

  Extract a sprawling set of inline playbook tasks into a clean, parameterized Ansible role with proper defaults, vars, handlers, and a Galaxy-standard directory layout.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Runbook to Approval-Gated Workflow Design Prompt

  Convert a manual, free-text operational runbook into an automated workflow that keeps humans in the loop by inserting approval gates, dry-run previews, and read-only checks at exactly the steps where judgment or blast radius demands sign-off.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Advanced

  Safe Ansible Rolling Update with Serial and Check Mode Prompt

  Design a zero-downtime rolling update play that batches hosts with serial, drains load balancers, runs health checks, and fails fast with max_fail_percentage.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Intermediate

  Secure NGINX Reverse-Proxy Vhost Prompt

  Write a hardened NGINX reverse-proxy server block that forwards correct headers, hides upstream details, sets sane security headers, and avoids common proxy footguns like open host headers and missing real-IP handling.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  SELinux Denial Troubleshooting & Policy Review Prompt

  Diagnose SELinux AVC denials and produce a least-privilege fix (correct file contexts, booleans, or a minimal custom module) instead of disabling enforcement, with audit2allow used as a guide rather than a rubber stamp.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Single-Failure Self-Healing Guardrail Scoping Prompt

  Scope the guardrails for one specific recurring failure you want to auto-remediate — the exact trigger, the confirming check, the bounded action, the verification, and the stop conditions — so a single self-healing loop is provably safe before it ever touches production.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Escalation Policy Ladder Design Prompt

  Design a tiered escalation ladder driven from Slack — primary on-call, secondary, team lead, then manager — with ack windows, auto-escalation timers, and a clear stop condition that prevents endless paging.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack GitHub Deployment Status Formatting Prompt

  Turn GitHub deployment and deployment_status webhook events into clean, threaded Slack messages — pending, in_progress, success, failure — with environment, commit, actor, duration, and a one-click link to logs or rollback.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Incident Commander Command Set Prompt

  Design the slash-command and shortcut vocabulary an Incident Commander drives from the incident channel — declare, sev, status, page, timeline, comms, resolve — with idempotent state and an audit trail.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Incident Roles Assignment Bot Prompt

  Design a bot that lets responders claim and hand off incident roles — Incident Commander, Scribe, Comms Lead, Ops — directly in the channel, keeping a live roster pinned and ensuring critical roles are never left unfilled.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Prometheus Alert Rule to Slack Template Prompt

  Author Prometheus alerting rules whose labels and annotations render directly into a high-signal Slack message — required summary/runbook/dashboard fields, severity labels, and a Go template that produces a scannable Block Kit-ready payload.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Quiet-Hours and Timezone-Aware Paging Prompt

  Design notification routing that respects each on-call engineer's local quiet hours and timezone — pages only for high severity after hours, defers low-priority noise to working hours, and never silently drops a real page.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Reaction-to-Merge Approval Gate Prompt

  Design a lightweight change-approval gate where a posted deploy/merge request is approved by an emoji reaction from an authorized approver — with quorum, reaction-removal handling, an audit trail, and protection against self-approval.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Threading and Broadcast Strategy Prompt

  Design a consistent threading model for an ops/incident channel — when a bot replies in-thread, when it broadcasts to channel, and how alert updates, acks, and resolves stay grouped without flooding the main feed.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack War Room Status Snapshot Bot Prompt

  Design a bot that posts a live, auto-refreshing incident status snapshot in the war-room channel — current sev, IC, mitigations in flight, key metrics, and next update ETA — so stakeholders stop interrupting responders.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Software Supply-Chain SBOM & Provenance Review Prompt

  Review a build's SBOM, signing, and provenance against SLSA to find unsigned artifacts, unverified dependencies, and weak build integrity, then plan the controls that make releases tamper-evident.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  SSH Client Config, Jump Host & Multiplexing Review Prompt

  Review and refactor an SSH client configuration (~/.ssh/config) for clean ProxyJump bastion chains, connection multiplexing, key/agent hygiene, and host-key safety across many target hosts.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Structured RCA & Causal Chain Builder Prompt

  Run a rigorous, blameless root-cause analysis from an incident timeline and evidence — distinguishing trigger, proximate, and systemic contributing factors, testing each causal link, and surfacing the conditions that let the failure reach production.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Targeted Rollback Plan Generator Prompt

  Produce a safe, ordered rollback plan for a suspect change during an incident — with preconditions, verification gates, data/migration risks, and an abort path — as a reviewable runbook a human executes, never auto-applied.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Adaptive Card Linter and Pre-Send Validator Prompt

  Audit and lint an Adaptive Card JSON before it ships through Microsoft Teams — catching schema-version violations, unsupported elements, broken templating, and render failures across hosts.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Alert Silence and Mute ChatOps Prompt

  Build a ChatOps capability in Microsoft Teams that lets on-call engineers silence, mute, or snooze monitoring alerts from chat — with scoping, expiry, audit, and auto-unsilence.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams DORA Metrics Digest Card Prompt

  Generate a recurring Microsoft Teams Adaptive Card digest of DORA metrics (deployment frequency, lead time, change failure rate, MTTR) from CI/CD and incident data, with trend and commentary.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams GitOps Pull Request Review Notifications Prompt

  Design Teams notifications for a GitOps workflow that post pull-request review requests, Argo CD / Flux sync status, and drift alerts to the right reviewers without channel noise.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Maintenance Window Status Broadcast Prompt

  Design a Microsoft Teams broadcast flow that announces planned maintenance windows, posts live start/progress/complete updates, and optionally syncs a public status page — with clear rollback comms.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Notification Delivery Load Test Prompt

  Design a synthetic load and reliability test for a Microsoft Teams notification path (Workflows trigger or bot) to find throttling limits, latency, and silent-drop failure modes before a real alert storm hits.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Release Notes Changelog Posting Prompt

  Generate and post a clean release-notes / changelog Adaptive Card to Microsoft Teams from merged PRs and conventional commits whenever a release ships, tailored to a technical or stakeholder audience.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Terraform Plan Review Card Prompt

  Post a summarized Terraform plan into Microsoft Teams as a reviewable Adaptive Card so engineers can assess adds/changes/destroys and approve or block the apply from chat.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Vulnerability Scan Alert Triage Card Prompt

  Route container/dependency vulnerability scan findings into Microsoft Teams as a triage-ready Adaptive Card — deduplicated, severity-prioritized, ownership-routed, and noise-controlled.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Azure Naming Convention Module Prompt

  Design a Terraform naming/abbreviation module for Azure that produces compliant, length-limited, globally-unique resource names with deterministic outputs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform CIDR & Subnet Calculation Design Prompt

  Get cidrsubnet/cidrsubnets/cidrhost math right so subnet layouts are non-overlapping, correctly sized, and stable as the network grows.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform EKS Cluster Module Review Prompt

  Review a Terraform-managed EKS cluster and node groups for upgrade safety, IRSA/access wiring, and changes that silently replace the control plane or nodes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Forced-Replacement Cause Triage Prompt

  Pinpoint exactly which argument forced a `-/+` replacement in a terraform plan, and whether it can be avoided with ignore_changes, a moved block, or a different value.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform GCP Project Factory Design Prompt

  Design a Terraform project-factory pattern that provisions GCP projects consistently — folder placement, billing, APIs, IAM, and quotas — with for_each over a project map.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform helm_release Resource Review Prompt

  Review helm_release resources managed in Terraform for value drift, noisy diffs, upgrade safety, and the provider-bootstrap ordering trap.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform IAM Policy Document Refactor Prompt

  Refactor inline JSON IAM policies into composable aws_iam_policy_document data sources with least privilege, while keeping the rendered policy semantically identical.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform RDS Zero-Downtime Change Plan Prompt

  Analyze an RDS/Aurora terraform plan to tell in-place modifications from replacements, and sequence changes so the database isn't recreated or taken offline.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform time_rotating Resource Design Prompt

  Design safe rotation cadence with the time provider (time_rotating, time_offset) so credentials, certs, and tokens regenerate on schedule without thrashing every plan.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform VPC Network Module Design Prompt

  Design a reusable, greenfield VPC/network module with clean variable inputs, computed subnet layout, and stable outputs other stacks can consume.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  TLS Cipher Suite & Protocol Downgrade Audit Prompt

  Audit a service's TLS configuration for weak protocol versions, insecure cipher suites, and downgrade/forward-secrecy gaps, and produce a hardened, compatibility-aware cipher policy.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Toil Task Automation with Rollback Plan Prompt

  Safely automate a repetitive toil task by first proving the manual steps, then wrapping them in an automation that has a dry-run, an explicit undo path, verification after each change, and a kill switch — so saving time never trades away the ability to reverse a mistake.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Transparent HugePages Workload Tuning Review Prompt

  Review Transparent HugePages (THP) and explicit hugepage configuration against a workload (databases, JVMs, KVM hosts) and recommend the right setting, with the latency-spike and memory-bloat trade-offs spelled out.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Beginner

  Troubleshoot NGINX Config That Fails nginx -t Prompt

  Diagnose and fix an NGINX configuration that fails `nginx -t` by reading the exact error/line, explaining the underlying cause, and returning a corrected, test-passing config with the change isolated.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Advanced

  Tune NGINX proxy_cache for Hit Ratio Prompt

  Design and tune NGINX proxy_cache to raise hit ratio and offload an upstream while respecting cache-control correctness, with the right cache key, zones, stale-serving, and purge strategy.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Ubuntu Server CIS Level 1 Remediation Plan Prompt

  Convert a CIS Benchmark Level 1 scan of an Ubuntu/Debian server into a safe, sequenced remediation plan that hardens the host without breaking SSH access or running services.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Webhook-to-Action Event Automation Design Prompt

  Design an event-driven automation that turns an inbound webhook into a safe, bounded action — covering authentication, idempotency, allow-listing of which events may trigger which actions, and a read-only default so a spoofed or replayed event can never cause harm.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Intermediate

  Write Ansible Jinja2 Template and Loop Logic Prompt

  Build or fix Jinja2 in Ansible — config templates, complex loops, filters, and conditionals — handling undefined vars, default values, and correct loop/dict iteration.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Advanced

  Write Molecule Tests for an Ansible Role Prompt

  Add a Molecule test scenario to an Ansible role that converges, asserts idempotency, and verifies state, so role changes are caught before they hit real hosts.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Intermediate

  Write Safe NGINX Redirect & Rewrite Rules Prompt

  Author correct, loop-free NGINX redirects and rewrites that preserve query strings, use the right status code, avoid open redirects, and prefer return over rewrite where possible, with test cases.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  XFS Filesystem Repair & Recovery Planning Prompt

  Triage a corrupt or unmountable XFS filesystem and produce a safe, ordered recovery plan (log replay, xfs_repair, metadata dump) without destroying recoverable data.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Alertmanager group_wait, group_interval & repeat_interval Tuning Prompt

  Tune Alertmanager grouping and repeat timers so related alerts batch into one notification, follow-ups are timely, and re-pages don't become noise.

  • Claude
  • ChatGPT
  Open prompt
• Ansible Advanced

  Ansible Custom Action Plugin Authoring Prompt

  Draft a custom action plugin that runs controller-side logic and dispatches to a module safely, with check-mode support and no secret leakage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible async and poll Orchestration Design Prompt

  Design fire-and-forget and long-running Ansible tasks with async, poll, and async_status so jobs don't time out and results are collected reliably.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible become Method Selection Prompt

  Choose and configure the right Ansible become method (sudo, doas, su, pbrun, machinectl) for a host class with correct flags and no credential leakage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible delegate_to and run_once Correctness Audit Prompt

  Audit delegation and run_once usage in a playbook so single-instance tasks, load-balancer drains, and DB migrations run on exactly the right host exactly once.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Dynamic Inventory Plugin Authoring Prompt

  Draft a custom dynamic inventory plugin that builds hosts, groups, and vars from an external source, with caching and a verifiable graph output.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Cacheable set_fact Design Prompt

  Design cacheable set_fact and registered facts with clean namespacing so reruns are fast and deterministic instead of recomputing everything every play.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Collection ansible-test Sanity and Unit Setup Prompt

  Stand up ansible-test sanity and unit testing for a collection so module and plugin changes are validated in CI before they ship to Galaxy.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Custom Vars Plugin Authoring Prompt

  Draft a custom Ansible vars plugin that injects variables from an external source at the right precedence, with caching and clear failure behavior.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible WinRM and Kerberos Connection Troubleshooting Prompt

  Diagnose Ansible-to-Windows connection failures over WinRM with Kerberos auth and produce a ranked, low-risk fix list instead of guesswork.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  Approval Gate Timeout and Auto-Revoke Design Prompt

  Design timeout and auto-revoke behavior for automation approval gates so a pending approval can't sit forever, and a granted approval expires — closing the window where a stale 'yes' authorizes a no-longer-safe action.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  API Gateway Design and Debug Prompt

  Choose between REST and HTTP API, design authorizers and throttling, and trace integration timeouts, CORS failures, and 5xx errors back to the exact stage that produced them.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  AWS DynamoDB Single-Table Data Modeling Review Prompt

  Review a DynamoDB schema against its real access patterns — partition/sort key choices, GSIs, item collections, and single-table design — before it ships and becomes expensive to change.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  EventBridge Rules and Pipes Design and Debug Prompt

  Design event patterns, targets, and DLQs for EventBridge rules and Pipes, then trace why events fail to match, deliver, or get filtered.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  GuardDuty and Security Hub Finding Triage Prompt

  Prioritize GuardDuty and Security Hub findings by real risk, suppress predictable noise with scoped rules, and map each finding to a concrete response so the security queue stays signal, not alert fatigue.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  KMS and Secrets Manager Rotation Review Prompt

  Audit KMS key policies, grants, and envelope encryption alongside Secrets Manager automatic rotation so secrets rotate safely without locking out the workloads or operators that depend on them.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  Route 53 Routing Policy and Health Check Design Prompt

  Design failover, latency, weighted, and geolocation routing with health checks, then debug why DNS resolves to the wrong or unhealthy endpoint.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  AWS S3 Lifecycle and Storage Class Optimization Prompt

  Design S3 storage-class transitions, lifecycle rules, and Intelligent-Tiering so you cut storage cost without breaking retrieval SLAs, retention requirements, or paying more in transition and request fees than you save.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  SQS and SNS Messaging Patterns and Triage Prompt

  Design fan-out, FIFO, and DLQ topologies with SNS and SQS, then diagnose stuck, duplicated, out-of-order, or lost messages.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  AWS Step Functions Execution Debugging Prompt

  Diagnose a failed or stuck Step Functions execution — retries, Catch handlers, IAM denials, timeouts, and payload-size limits — from the execution history, then fix the state machine without masking the real error.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Application Gateway & Front Door Routing Debug Prompt

  Debug Azure Application Gateway and Front Door routing, health probes, TLS, and WAF behavior when requests 404, 502, or fail TLS, then propose a verified fix.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  Azure Container Apps Config & Scaling Review Prompt

  Review an Azure Container Apps configuration for scaling rules, ingress, secrets, and revision strategy, then propose a reliable, cost-aware setup with safe rollout.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Cosmos DB Partition Key & Data Modeling Prompt

  Design or review an Azure Cosmos DB data model — partition key choice, embedding vs referencing, and indexing — to avoid hot partitions and runaway RU cost.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  Azure DevOps Pipeline YAML Review Prompt

  Review an Azure DevOps YAML pipeline for security, reliability, and speed — secret handling, service-connection scope, caching, and stage gating — then propose a safer, faster version.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  Managed Identity Pattern Review Prompt

  Review how an Azure workload authenticates to other services and replace secrets and account keys with the right managed-identity pattern, scoped to least privilege.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Private Endpoint & Private Link DNS Review Prompt

  Review Azure Private Endpoint and Private Link setups for the DNS, network, and approval issues that cause silent fallbacks to public endpoints, then propose a verified fix.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  Azure Resource Graph Query Builder Prompt

  Build Azure Resource Graph (KQL) queries to inventory resources at scale, find misconfigurations across subscriptions, and answer governance questions fast and read-only.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Service Bus Messaging Debug Prompt

  Debug Azure Service Bus issues — dead-letter buildup, lock-duration timeouts, ordering, and duplicate processing — and fix queue/subscription config and consumer logic.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure SQL Performance Tuning Prompt

  Diagnose a slow Azure SQL Database from query plans, wait stats, and index usage, then propose tuning — indexes, query rewrites, and the right service tier — with safe rollout.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Bash comm/join/sort Set Reconciliation Prompt

  Reconcile two ops inventory lists with sort, comm, and join to surface drift, intersections, and one-sided membership

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Bash exec File-Descriptor Redirection Logging Prompt

  Wire script-wide logging with exec, custom file descriptors, and tee to split stdout/stderr to console and log files

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Bash mapfile/readarray Bulk Line Ingestion Prompt

  Read command output and files into Bash arrays safely with mapfile/readarray, including null-delimited and callback handling

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Bash printf Safe String Formatting and %q Quoting Prompt

  Replace fragile echo calls with printf for locale-stable, injection-resistant string building and %q shell-quoting

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Beginner

  Bash select Built-in Interactive Menu Prompt

  Build a dependency-free interactive menu using the bash select built-in and PS3 with input validation and a re-prompt loop

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Intermediate

  Bicep existing Resources & Scope Targeting Review Prompt

  Audit a Bicep deployment's use of the existing keyword and deployment scopes so references resolve to real resources and modules target the correct subscription, resource group, or management group.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Cache Stampede and Thundering-Herd Mitigation Prompt

  Diagnose a live incident where a cache miss, flush, or restart is hammering the origin with a thundering herd, and pick the fastest safe mitigation to protect the backend without dropping all traffic.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  cdk8s Construct Library Design Prompt

  Design a reusable cdk8s construct library that turns raw Kubernetes manifests into typed, composable building blocks with sane defaults and validation.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  ChatOps RBAC Command Authorization Design Prompt

  Design role-based authorization for a ChatOps bot so every chat-triggered command checks who issued it, in which channel, against an explicit policy — before it touches infrastructure.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Cinder NetApp & NFS Driver Mount/Export Debug Prompt

  Diagnose Cinder NFS/NetApp backend failures where volumes won't attach because of stale exports, mount option drift, or export-policy mismatches.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Cloud API Quota and Throttling Incident Triage Prompt

  Triage a live incident caused by hitting a cloud-provider API rate limit or service quota, and decide whether to back off, request a quota increase, or shed the work driving the throttling.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Conftest Policy Unit Testing Prompt

  Write unit tests for your Rego policies so Conftest rules are themselves covered by passing and failing fixtures before they gate real deployments.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  Cosign Bundle Air-Gapped Verification Prompt

  Design offline Sigstore verification using cosign bundles and a mirrored trust root so signed images verify in air-gapped clusters with no reachout to Rekor or Fulcio.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Crossplane Composition Testing with uptest Prompt

  Build a render-and-test workflow for Crossplane Compositions so XR changes are validated against expected managed resources before they reach a cluster.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  DAST ZAP Baseline Scan Triage Prompt

  Triage OWASP ZAP baseline DAST findings — separate real exploitable issues from header noise and scanner artifacts — and turn the keepers into actionable tickets with verification steps.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Advanced

  Database Failover and Replication-Lag Decision Prompt

  Decide during a live database incident whether to promote a replica, wait for the primary to recover, or hold — weighing replication lag, data-loss risk, and split-brain before you pull the trigger.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Package Integrity Drift Audit (rpm -V / debsums) Prompt

  Decode the output of rpm -Va or debsums and separate benign, expected file changes from tampering, corruption, or undocumented manual edits that could break the next patch.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  DNS Resolution Failure Live Diagnosis Prompt

  Walk on-call through diagnosing a live DNS-related outage — resolver, authoritative, caching, and propagation layers — to find where name resolution is actually breaking before you start changing records.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Emergency Load-Shedding and Rate-Limit Config Prompt

  Design an emergency load-shedding or rate-limit change during an overload incident that protects the core service by dropping the least-valuable traffic first — with a clear rollback.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Envelope Encryption DEK/KEK Architecture Design Prompt

  Design an envelope-encryption scheme — per-object data keys wrapped by a KMS-held key-encryption key — with key rotation, caching, and blast-radius limits that survive a key compromise.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Expired TLS Certificate Incident Triage Prompt

  Triage a live outage caused by an expired or mis-issued TLS certificate — identify every affected endpoint, the renewal path, and a safe emergency reissue plan without breaking pinning or chains.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Intermediate

  Failed Deploy and Rollback Postmortem Prompt

  Write the postmortem for a bad deploy where the rollback also misbehaved — separating the deploy failure from the rollback failure so you fix both, not just the headline.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Beginner

  Is-This-Real Page Triage Prompt

  Help a freshly paged on-call engineer decide in the first two minutes whether an alert is a real incident worth waking people for, a transient blip, or pure noise — before they over- or under-react.

  • Claude
  • ChatGPT
  Open prompt
• GCP with AI Intermediate

  Artifact Registry & Cloud Build Pipeline Hardening Prompt

  Review a Cloud Build pipeline and Artifact Registry setup for least-privilege service accounts, image provenance, vulnerability scanning, and supply-chain safety instead of running builds as the default SA.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  BigQuery Cost & Slot Optimization Prompt

  Cut BigQuery spend by reasoning from INFORMATION_SCHEMA job history — bytes scanned, slot contention, and partition/cluster gaps — instead of blindly buying reservations.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Cloud Armor WAF & Rate-Limit Policy Review Prompt

  Harden a Cloud Armor security policy — WAF rules, rate limiting, and bot defense — by reasoning from rule order, preconfigured-rule sensitivity, and preview-mode evidence instead of pasting in a blanket deny.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  Cloud CDN & Cloud DNS Caching/Resolution Debug Prompt

  Diagnose Cloud CDN cache-miss storms, stale content, and Cloud DNS resolution failures by reasoning from cache keys, TTLs, and response headers instead of flushing the cache and hoping.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Cloud KMS Key Management & Rotation Review Prompt

  Review Cloud KMS key rings, rotation, IAM, and CMEK usage so encryption keys follow least privilege and rotate safely without breaking access to data encrypted under old key versions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Cloud Spanner Schema & Hotspot Modeling Prompt

  Design or review a Cloud Spanner schema for even key distribution, interleaving, and index choices so a globally distributed table doesn't hotspot or serialize on a monotonic key.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Load Balancer Backend & Health-Check Debug Prompt

  Diagnose 502/503s and uneven traffic on GCP global and internal load balancers by reasoning from backend health, health-check config, and the firewall path instead of restarting backends.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  Pub/Sub Delivery, Ordering & Dead-Letter Debug Prompt

  Diagnose Pub/Sub message loss, duplicate delivery, ordering failures, and growing backlogs by reasoning from subscription metrics and config instead of guessing at ack deadlines.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  VPC Service Controls Perimeter Design Prompt

  Design or debug a VPC Service Controls perimeter to stop data exfiltration from managed services like BigQuery and Cloud Storage, using dry-run mode and access levels so you don't lock out legitimate access.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  Runtime Capability & Ambient Set Audit (getpcaps) Prompt

  Audit what Linux capabilities a running process actually holds across its permitted/effective/inheritable/ambient/bounding sets, and decide whether a service is over-privileged or whether a 'permission denied' is a missing capability.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD artifacts:expose_as Merge Request Artifact Linking Prompt

  Surface build outputs — coverage HTML, Lighthouse reports, screenshots, bundle stats — as one-click links directly on the merge request using artifacts:expose_as, so reviewers stop downloading zip files to see results.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD environment:kubernetes Namespace Binding Prompt

  Bind a GitLab environment to a specific Kubernetes cluster and namespace via the GitLab agent so the environment page shows live pods, logs, and a working terminal — instead of an environment that's just a label with a URL.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD id_tokens to AWS STS AssumeRoleWithWebIdentity Prompt

  Wire a GitLab id_token directly into AWS STS AssumeRoleWithWebIdentity so jobs get short-lived AWS credentials with no stored access keys — including the IAM trust policy conditions that pin the role to your project, branch, and environment.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Manual Run Variable Input Form Prompt

  Turn ad-hoc manual pipeline runs into a guided form using variables: with value, description, and options so operators pick from a dropdown of valid choices instead of typing free-text into a 'Run pipeline' box and fat-fingering a prod deploy.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD parallel:matrix needs Cross-Job Wiring Prompt

  Wire needs: between parallel:matrix-expanded jobs so a downstream matrix job depends only on the matching upstream matrix instance — not all of them — using needs:parallel:matrix to keep your DAG narrow and fast across architectures, regions, or test shards.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Protected-Branch Cache Separation Prompt

  Stop merge requests from poisoning your default-branch build cache by separating protected and unprotected caches — using distinct cache keys per ref scope so a malicious or broken MR can't write a tampered dependency cache that a production build later reads.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD retry:when Exit-Code Retry Policy Matrix Prompt

  Design a precise retry policy using retry:when and retry:exit_codes so transient infrastructure failures auto-retry while genuine test or compile failures fail fast — instead of blanket retry: 2 that masks real bugs and burns minutes.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD trigger:forward Variable Inheritance Control Prompt

  Take precise control of what a downstream pipeline inherits using trigger:forward — deciding whether YAML-defined and pipeline (manual/scheduled) variables flow into child and multi-project pipelines, so secrets don't leak downstream and child pipelines get exactly the inputs they need.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD variables:expand:false Raw & Nested Variable Prompt

  Stop GitLab from mangling secrets and tokens that contain dollar signs or look like variable references by using variables:expand:false (raw variables), and design intentional nested expansion where you actually want it.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Gitleaks Custom Rules & False-Positive Tuning Prompt

  Tune a Gitleaks config — custom rules, allowlists, and entropy thresholds — to catch real secrets while cutting the false positives that train developers to ignore the gate.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Glance Cinder-Store & Image-Volume Cache Tuning Prompt

  Tune the Glance cinder store and Cinder's image-volume cache so booting from image skips redundant downloads and uses backend-side cloning.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana $__rate_interval Correctness Review Prompt

  Review Grafana panel queries that use rate() to confirm they use $__rate_interval correctly, so dashboards stay accurate across zoom levels and scrape intervals.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Heat Nested Stack & ResourceGroup Index Design Prompt

  Design maintainable Heat templates using nested stacks, ResourceGroup, conditions, and index_var so scaling and rolling updates don't replace the wrong resources.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Capabilities & kubeVersion Gating Prompt

  Make a chart render correct apiVersions across clusters using .Capabilities checks and Chart.yaml kubeVersion constraints, instead of shipping manifests that fail on older or newer clusters.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  Helm resource-policy keep & Orphan Retention Prompt

  Decide which release resources should survive helm uninstall using the helm.sh/resource-policy: keep annotation — and clean up the orphans safely afterward.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  Helm set-json & set-file Structured CI Injection Prompt

  Inject complex structured values (arrays, nested objects, file contents) into Helm releases from CI without fragile --set escaping or committing secrets to values files.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  IaC Ephemeral Preview Environments Prompt

  Design per-pull-request ephemeral infrastructure environments that spin up on open, expose a preview, and tear down automatically so they never leak cost or orphaned resources.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  IaC Module Registry & Versioning Strategy Prompt

  Design a versioning, publishing, and consumption strategy for a private IaC module registry so consumers pin safely and breaking changes never ship silently.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Idempotency Receipt Store Design Prompt

  Design an idempotency receipt store that records the result of each first-time request keyed by an idempotency key, so retries return the original outcome instead of re-executing the side effect.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Beginner

  Incident Alert-to-Owning-Team Router Prompt

  Take a freshly fired alert and route it to the team that actually owns the failing component, so the right responder is paged first instead of bouncing through three on-call rotations.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Internal Tooling Outage Employee Comms Prompt

  Draft clear, calm communications for an incident that only affects internal staff — CI/CD, VPN, SSO, deploy pipelines, internal dashboards — where the audience is coworkers, not customers.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Kernel Keyring (keyctl) Inspection & Debug Prompt

  Inspect and reason about the kernel keyrings (user, session, process, thread, persistent) behind Kerberos tickets, fscrypt keys, NFS/CIFS creds, and dm-crypt — and debug why a key is missing, expired, or not visible to a service.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Keystone Fernet to JWS Token Provider Migration Prompt

  Plan a safe cutover from the Fernet token provider to JWS (asymmetric) tokens across a multi-node Keystone deployment without invalidating live sessions.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Kueue Gang Scheduling & Job Queueing Prompt

  Design Kueue ClusterQueues, LocalQueues, and ResourceFlavors to queue batch/ML jobs with gang (all-or-nothing) scheduling on a shared cluster.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes loadBalancerClass Multi-Controller Routing Prompt

  Run multiple LoadBalancer implementations (cloud LB, MetalLB, a hardware controller) in one cluster by routing each Service to the right provider with spec.loadBalancerClass.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes PDB unhealthyPodEvictionPolicy Prompt

  Stop PodDisruptionBudgets from deadlocking node drains when pods are already broken, by choosing the right unhealthyPodEvictionPolicy and minAvailable/maxUnavailable math.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes ProxyTerminatingEndpoints Zero-Drop Rollout Prompt

  Diagnose connection drops during rollouts and node drains caused by traffic routed away from terminating pods, and fix them with terminating-endpoint routing and preStop drains.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Topology Manager & NUMA CPU Policy Prompt

  Tune kubelet Topology Manager, CPU Manager, and Memory Manager policies so latency-sensitive pods get NUMA-aligned CPUs and memory instead of cross-socket performance cliffs.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Webhook matchConditions CEL Filtering Prompt

  Use CEL matchConditions on admission webhook configurations to skip irrelevant requests before they ever reach your webhook server, cutting latency and blast radius.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  Shared Library Loader (ld.so) & LD_PRELOAD Debug Prompt

  Debug 'error while loading shared libraries', wrong-version symbol errors, and unexpected library resolution by reasoning about the dynamic linker's search order, ldconfig cache, RPATH/RUNPATH, and LD_PRELOAD/LD_LIBRARY_PATH overrides.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Magnum Cluster Autoscaler & Node Group Rolling Upgrade Prompt

  Design a safe node-group rolling upgrade and cluster-autoscaler config for Magnum Kubernetes clusters so node replacements drain pods without dropping workloads.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  mtr Network Path & Packet Loss Diagnosis Prompt

  Turn raw mtr/traceroute output into a clear verdict on where packet loss or latency is actually being introduced along a path — and whether it's real or an ICMP rate-limit mirage.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Intermediate

  Anomaly Summarizer: Cut Time-to-Detect Prompt

  Compress a noisy wall of dashboards and firing alerts into a ranked, plain-language summary of what actually changed and when — so responders detect the real signal sooner and start the clock on diagnosis instead of triage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Blast-Radius and Dependency Mapping Prompt

  Turn a failing component plus its dependency graph into a scoped blast-radius map — what is affected, what is merely downstream, and what is safe — so the team scopes the incident in minutes instead of guessing at impact.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Deploy Correlation: Find the Suspect Change Prompt

  Cross-reference incident onset against the deploy, config, and feature-flag changes in the window to produce a ranked list of suspect changes with a fast confirm-or-clear check for each — shrinking the time spent asking 'what changed?'

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Error-Budget-Aware Severity Calibration Prompt

  Calibrate an incident's severity against actual SLO impact and remaining error budget — instead of gut feel — so the team neither under-responds to a budget-burning event nor over-mobilizes for a cosmetic one, getting the response size right the first time.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Escalation Accelerator: Page the Right Expert Prompt

  Decide whether and to whom to escalate by matching the narrowed incident scope to the team or owner most likely to resolve it — with a ready-to-send escalation message — so the team stops escalating late or to the wrong people and cuts the dead time between 'we're stuck' and 'the right person is here.'

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Advanced

  Log and Trace Correlation: Narrow the Scope Prompt

  Stitch noisy logs and slow traces into a single narrowed picture — which span is the bottleneck, which log lines belong to the failing path, and what to filter on next — so the team stops grepping blind and converges on the failing code path.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Beginner

  On-Call Context Handoff: No Re-Diagnosis Prompt

  Compress a live incident's state into a tight handoff packet — confirmed facts, ruled-out hypotheses, live threads, and the next action — so the incoming responder picks up where the last one left off instead of re-diagnosing from scratch.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Advanced

  Guarded Runbook Execution: Propose-and-Approve Prompt

  Turn a known runbook into a step-by-step execution plan where the AI drafts the exact commands and the human approves each one before it runs — cutting the keystroke-and-recall time of remediation without ever letting the model act on its own.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Beginner

  Status-Comms Drafting: Free the IC Prompt

  Draft audience-appropriate status updates — internal channel, exec summary, public status page — from the current incident state so the incident commander stays on coordination instead of context-switching to write comms, indirectly cutting MTTR.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  Galera & Group Replication Cluster Health Prompt

  Diagnose a multi-node MySQL cluster that is out of sync, stalling on flow control, or at risk of split-brain

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL Generated Columns & Functional Indexes Prompt

  Index expressions, extracted JSON fields, and computed predicates in MySQL 8.0 using generated columns and functional indexes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL JSON Column Schema & Query Design Prompt

  Decide where JSON fits in a MySQL 8.0 schema, then design storage, validation, indexing, and queries for it.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Metadata Lock & Lock-Wait Debug Prompt

  Trace which transaction is holding a metadata lock and blocking your DDL or DML before lock_wait_timeout fires.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Optimizer Hints & Histograms Prompt

  Repair a bad MySQL 8.0 query plan using column histograms and optimizer hints instead of fighting the optimizer blind.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL performance_schema & sys Investigation Prompt

  Run a structured performance_schema and sys-schema investigation to find what is actually slowing a MySQL 8.0 server.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  ProxySQL Query Routing & Read/Write Split Prompt

  Review or design ProxySQL hostgroups, query rules, and read/write splitting for a MySQL backend

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Semi-Synchronous Replication Tuning Prompt

  Configure and tune MySQL semi-synchronous replication for the right durability-versus-latency balance without stalling writes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Table Partitioning Strategy Prompt

  Design a RANGE, LIST, or HASH partitioning strategy for a large MySQL table with low-cost archival of old data

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  n8n Credential Vaulting and Secret Handling Design Prompt

  Design how an n8n automation handles credentials and secrets — external vaulting, scoped access, redaction in logs and error output — so a workflow can't leak the keys it runs with.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Beginner

  Near-Miss Writeup Generator Prompt

  Turn a near-miss — the incident that almost happened but didn't — into a short, blameless writeup that captures the latent risk before it converts into a real outage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Neutron OVN BGP EVPN L3 Gateway Design Prompt

  Design and validate an OVN-BGP-Agent EVPN/VRF deployment so tenant networks are advertised into a fabric without overlapping VLAN sprawl.

  • Claude
  • ChatGPT
  Open prompt
• NGINX Advanced

  NGINX gRPC & HTTP/2 Proxying Prompt

  Generate a correct grpc_pass server block that terminates TLS, speaks HTTP/2 to your gRPC backend, and handles trailers and timeouts — instead of a plain proxy_pass that silently mangles streaming RPCs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Beginner

  NGINX gzip & Brotli Compression Prompt

  Configure response compression correctly — the right MIME types, a sane compression level, no double-compressing already-compressed assets, and the Vary header — so you cut bandwidth without burning CPU or corrupting binary downloads.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  NGINX Large Uploads & Request Buffering Prompt

  Fix '413 Request Entity Too Large' and slow/timing-out uploads by tuning client_max_body_size, buffer sizes, and request buffering — so big file uploads stream to your backend instead of dying or eating disk.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  NGINX Log Format Design & Analysis Prompt

  Design a structured (JSON or key-value) access log format that captures upstream timing, request IDs, and cache status — then get a set of awk/jq one-liners to actually answer questions from it during an incident.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  NGINX map & geo Conditional Routing Prompt

  Replace a brittle pile of nested if blocks with clean map and geo directives — for feature flags, country routing, or per-host variables — so your config is fast, readable, and free of the 'if is evil' traps.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX mTLS Client Certificate Auth Prompt

  Configure mutual TLS so NGINX requires and verifies client certificates — for service-to-service or partner APIs — with correct CA trust, verification depth, and the right variables passed to your backend.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX njs Scripting Prompt

  Write a small, reviewable njs (NGINX JavaScript) module for request/response manipulation — header rewriting, JWT inspection, custom routing — instead of contorting the config language or reaching for Lua you don't need.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Upstream Health Checks & Load Balancing Prompt

  Design an upstream block with the right load-balancing algorithm, passive health checks, and failover tuning — so a single sick backend stops poisoning your error rate instead of getting quietly removed from rotation.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  NGINX WebSocket Upgrade Proxying Prompt

  Generate a WebSocket-safe proxy block — correct Upgrade/Connection map, long read timeouts, and disabled proxy buffering — so real-time connections stop dropping at 60 seconds or downgrading to plain HTTP.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  NixOS Module & Options Design Prompt

  Design a clean NixOS module with typed options, sensible defaults, and assertions so a service is configured declaratively and consumers can't set it into an invalid state.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Nova SR-IOV & PCI Passthrough Whitelist Debug Prompt

  Diagnose why SR-IOV VFs or passthrough PCI devices fail to attach, get the wrong NUMA affinity, or never show up in Placement inventory.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Advanced

  Nova vTPM & Emulated Secure Boot Flavor Design Prompt

  Design Nova flavors and image properties for vTPM and UEFI Secure Boot so confidential/Windows workloads boot with measured boot and a persistent TPM, validated before fleet use.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  nsswitch.conf Name Resolution Order Audit Prompt

  Audit /etc/nsswitch.conf to explain why a user, group, hostname, or netgroup resolves (or fails to resolve) the way it does — across files, sss, ldap, systemd, and dns sources — and fix surprising precedence or NSS lookup hangs.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  OpenTelemetry Collector batch & memory_limiter Processor Sizing Prompt

  Size the OpenTelemetry Collector batch and memory_limiter processors so the pipeline batches efficiently, applies backpressure, and never OOMs under telemetry spikes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  Packer Build Provenance & Image Signing Prompt

  Add provenance, SBOM generation, and signing to a Packer image pipeline so every golden image is attributable, scannable, and verifiable before it ships to production.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Intermediate

  Arch pacman & AUR Recovery and Hygiene Prompt

  Untangle a broken Arch Linux package state — partial upgrades, conflicting files, keyring failures, .pacnew config drift, and risky AUR builds — without resorting to a reinstall.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Poison-Message Quarantine and Replay Design Prompt

  Design how a queue consumer detects poison messages, quarantines them after bounded retries, and supports safe operator-driven replay — so one bad message can't block the queue or be lost.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Intermediate

  Postgres Full-Text Search Design Prompt

  Turn a fuzzy search requirement into a concrete Postgres full-text design — tsvector storage, the right index, a text search configuration, and a ranked query — so search is fast, relevant, and maintainable instead of a pile of ILIKE scans.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  PostgreSQL HA Automatic Failover Design Prompt

  Produces a reviewed high-availability architecture for automatic PostgreSQL failover using Patroni or repmgr, covering quorum/DCS topology, replication mode, fencing, traffic routing, and a concrete failover test plan.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Intermediate

  Postgres Index Type Selector Prompt

  Pick the right index access method — B-tree, BRIN, GIN, GiST, Hash, or SP-GiST — for a specific column and query pattern, reasoning from cardinality, data distribution, and the operators your queries actually use.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Intermediate

  Postgres JSONB Schema Design Review Prompt

  Review or design a JSONB column — deciding JSONB vs normalized columns, choosing the GIN opclass (jsonb_path_ops vs default), shaping containment and path queries, and avoiding TOAST and bloat — for a table that mixes structured and semi-structured data.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Logical Replication and CDC Setup Prompt

  Design a complete logical replication / Change Data Capture pipeline — publications, subscriptions, replication slots, initial sync strategy, conflict handling, and slot-bloat monitoring — for streaming Postgres changes to a downstream system.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Major Version Upgrade Planner Prompt

  Turn a 'we need to upgrade Postgres' ask into a concrete, sequenced upgrade plan — pg_upgrade vs logical-replication cutover, pre-checks, extension compatibility, a rollback, and post-upgrade statistics — so the upgrade lands with known downtime instead of a surprise outage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres PITR WAL Backup Strategy Prompt

  Turn an RPO/RTO target into a concrete WAL-archiving and Point-In-Time-Recovery design — base backups, archive command, retention, and a tested restore runbook — so you can recover to any moment instead of hoping a nightly dump is enough.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  PostgreSQL Row-Level Security Policy Design Prompt

  Produces a reviewed Row-Level Security design for multi-tenant isolation, with CREATE POLICY statements separating USING and WITH CHECK, a tenant-context strategy via session variables, performance analysis, and a test matrix proving tenants cannot see each other's rows.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  PostgreSQL XID Wraparound Prevention Prompt

  Produces a prioritized diagnosis and remediation plan for transaction ID and multixact wraparound risk, reading datfrozenxid/relfrozenxid ages, tuning freeze settings, and staging emergency aggressive vacuums before the cluster is forced read-only.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Action-Item SMART Rewriter Prompt

  Rewrite vague postmortem action items ('improve monitoring', 'be more careful') into specific, owned, time-bound tasks that can actually be tracked to completion.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Detection-Gap Analyzer Prompt

  Walk the incident timeline to measure exactly where detection failed — time-to-detect, the signals that should have fired, and the cheapest alert that would have shrunk the gap.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Advanced

  Five-Whys vs Causal Graph Analysis Prompt

  Run the same incident through both a linear five-whys chain and a multi-cause causal graph, then compare them so you don't collapse a systemic failure into one tidy root cause.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Advanced

  Postmortem Portfolio Prioritization Prompt

  Look across many recent postmortems at once and rank where to actually invest — so reliability effort goes to the highest-leverage systemic gaps, not just the loudest recent incident.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Beginner

  Postmortem Readability Editing Pass Prompt

  Do a structural and line edit on a finished postmortem so it's actually read — tightening jargon, fixing flow, and surfacing the takeaways without changing a single technical claim.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem SLO and Error-Budget Impact Prompt

  Translate an incident into its SLO and error-budget terms — how much budget it burned, which SLO it threatens, and what that means for release posture — grounded only in the numbers you provide.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus metric_relabel_configs Drop-List Cardinality Audit Prompt

  Audit and generate metric_relabel_configs drop and keep rules that cut high-cardinality series at ingest without dropping metrics your alerts and dashboards depend on.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus query.max-samples, timeout & concurrency Tuning Prompt

  Tune Prometheus server query limits (query.max-samples, query.timeout, query.max-concurrency) so heavy or runaway queries fail fast instead of OOMing the server.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Native Histogram histogram_count & histogram_sum Debugging Prompt

  Debug quantiles, averages, and rates over Prometheus native histograms using histogram_count, histogram_sum, histogram_fraction, and histogram_quantile correctly.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL quantile_over_time vs histogram_quantile Selection Prompt

  Decide whether to compute a percentile with quantile_over_time over a gauge or with histogram_quantile over histogram buckets, and avoid the silent accuracy traps of each.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python argparse Parent Parsers and Shared-Flag Layering Prompt

  Compose argparse parsers with parents=[...] to share common flags across subcommands and layer config-file, env, and flag precedence

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Python asyncio.create_subprocess_exec Fan-Out Prompt

  Run many external commands concurrently under asyncio with bounded concurrency, captured output, and per-command timeouts.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Python concurrent.futures ThreadPool vs ProcessPool Selector Prompt

  Decide between ThreadPoolExecutor and ProcessPoolExecutor and wire up correct exception handling and chunking.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Python signal.alarm SIGALRM Timeout Watchdog Prompt

  Wrap stubborn blocking calls with a SIGALRM-based timeout context manager, fully aware of its main-thread and Unix-only caveats.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Consistent Hash Exchange Sharding Prompt

  Use the consistent hash exchange to spread load across many queues while keeping all messages for a given key on the same queue, and weight bindings without reshuffling everything.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Definitions Export & Import GitOps Prompt

  Treat RabbitMQ topology as code — export definitions, scrub secrets, version them, and import safely on boot so brokers are reproducible instead of hand-configured.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Lazy Queue Memory Strategy Prompt

  Decide whether lazy queue behavior (disk-first message storage) fits a deep-backlog workload, and configure it without tanking throughput on hot paths.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Management API Automation Prompt

  Build safe automation against the RabbitMQ HTTP management API — health checks, queue audits, and bulk operations — without hammering the broker or hard-coding fragile assumptions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ MQTT Plugin IoT Broker Prompt

  Configure the RabbitMQ MQTT plugin as an IoT-facing broker — topic-to-routing-key mapping, QoS handling, per-device auth, and connection limits — without breaking AMQP consumers.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Operator Policy Design Prompt

  Design RabbitMQ policies and operator policies that enforce queue limits, TTLs, and queue types fleet-wide without colliding on priority or fighting application-declared arguments.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Priority Queue Design Prompt

  Design a RabbitMQ priority queue that actually prioritizes — choosing the right number of priority levels, avoiding starvation, and understanding why prefetch can defeat the whole scheme.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Single Active Consumer Ordering Prompt

  Use single active consumer (SAC) to preserve strict message ordering with hot-standby failover, and understand exactly what ordering guarantee you get versus what you don't.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Streams Design & Tuning Prompt

  Decide when a RabbitMQ Stream (not a queue) is the right model, then size retention, segment, and consumer-offset settings for a high-throughput, replayable log.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Reconciliation Drift Detection Loop Design Prompt

  Design a reconciliation loop that continuously compares desired state to observed state, reports drift, and converges it — with rate limits and a freeze switch so the loop can't amplify a bad desired state.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Advanced

  Runbook to Temporal Workflow Conversion Prompt

  Convert a manual incident runbook into a Temporal workflow with durable activities, retries, human-signal approval steps, and compensation — so the automation survives crashes and resumes where it left off.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  SaltStack Reactor & Orchestrate Event-Driven Automation Prompt

  Design a Salt reactor and orchestrate workflow that responds to events on the bus safely, with loop guards and idempotent orchestration instead of runaway reactions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Advanced

  Security Incident Postmortem Drafter Prompt

  Draft a postmortem for a security incident with the extra structure that kind needs — exposure scope, containment timeline, and disclosure considerations — without overstating what's confirmed.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  SELinux Targeted Policy Troubleshooting Prompt

  Diagnose SELinux denials from audit logs and produce minimal, least-privilege policy fixes — booleans, file contexts, or scoped custom modules — instead of disabling enforcement.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack App Manifest CI Lint & Diff Gate Prompt

  Build a CI gate that lints, diffs, and validates the Slack app manifest on every PR so scope creep and accidental permission grants never ship unreviewed.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Block Kit Date & Time Picker Constraints Prompt

  Design Block Kit datepicker/timepicker/datetimepicker inputs with min/max bounds, timezone handling, and validation for ops scheduling forms.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Bolt 3-Second Ack Timeout Discipline Prompt

  Audit and redesign Bolt listeners so every interaction acks within 3 seconds and slow work moves off the request path, eliminating dispatch_failed and operation_timeout errors.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack Bolt Listener Concurrency & Work Queue Prompt

  Design concurrency control and a work queue for Bolt listeners so a burst of interactions doesn't exhaust connections, blow rate limits, or starve the event loop.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack Modal View Stack Multi-Step Navigation Prompt

  Design a multi-step Slack modal flow using views.push, views.update, and the view stack so ops forms can branch, go back, and carry state without losing user input.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack chat.scheduleMessage Quota & Lifecycle Prompt

  Design scheduled-message orchestration with chat.scheduleMessage that respects the 30-scheduled-per-channel limit, the 120-day horizon, cancellation, and dedup.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Intermediate

  Slack Slash Command RBAC by User Group Prompt

  Design authorization for slash commands that gates privileged actions by Slack user-group membership, with audit logging and clear denial UX.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack Socket Mode Reconnect & Event Ordering Prompt

  Design resilient Socket Mode reconnection, in-flight ack handling, and event-ordering guarantees so an ops bot survives WebSocket churn without dropping or duplicating events.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Slack Advanced

  Slack Workflow Builder Custom Step Variable Mapping Prompt

  Design the input/output variable contract for a custom Workflow Builder step (Steps from Apps) so no-code workflows can wire your app's data without breakage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  SLSA Level 3 Hosted-Runner Isolation Review Prompt

  Audit a CI build platform against SLSA Build L3 requirements — runner ephemerality, build isolation, and non-falsifiable provenance — and produce the exact gaps to close to reach L3.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  SPIFFE JWT-SVID Cross-Trust-Domain Federation Review Prompt

  Review SPIRE federation and JWT-SVID validation across trust domains — audience binding, bundle exchange, and short TTLs — so a workload in one domain can authenticate to another safely.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  ss Socket State & TCP Backlog Triage Prompt

  Read ss output to explain a connection problem — stuck SYN-RECV/CLOSE-WAIT/TIME-WAIT piles, full accept/SYN backlogs, or exhausted ephemeral ports — and pinpoint whether the app or the kernel is to blame.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  StackStorm Sensor Event Detection Design Prompt

  Design a StackStorm sensor that detects external events reliably — tracking what it has already seen, recovering missed events on restart, and emitting clean triggers so rules don't fire twice or miss events.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Advanced

  DISA STIG OpenSCAP Remediation Triage Prompt

  Triage an OpenSCAP STIG scan — separate true failures from false positives and accepted-risk findings — and produce reviewed remediation with the operational blast radius of each fix called out.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Swift Proxy Memcache & Rate-Limit Tuning Prompt

  Tune the Swift proxy-server pipeline (memcache, ratelimit, container/account caching) to stop 503 storms and cache stampedes under load.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  systemd Encrypted Credentials (systemd-creds) Design Prompt

  Replace plaintext secrets in environment variables and EnvironmentFile= with TPM-backed or host-bound encrypted credentials delivered to units via systemd-creds and LoadCredentialEncrypted=.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Adaptive Card Optimistic UI for Long-Running Actions Prompt

  Design an Adaptive Card pattern that shows immediate optimistic feedback (disabled buttons, in-progress state, fallback timeout copy) while a slow backend action runs, so responders never double-click a deploy or approval.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Bot Card Update vs New Message Strategy for Channel Noise Prompt

  Decide, per ChatOps interaction, whether a Teams bot should update an existing activity in place or post a new message — keeping incident channels readable instead of drowning responders in a wall of bot cards.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Graph $batch Dependent Requests and Ordering Prompt

  Design a Microsoft Graph $batch payload that chains dependent requests (create team, then add members, then post welcome) using the dependsOn ordering, with per-request error handling and a 20-request chunking strategy.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Graph Change Notifications with Rich Resource Data Batching Prompt

  Design a Graph change-notification receiver that batches encrypted resource-data payloads, validates the dataSignature, and decrypts in bulk so a high-volume Teams message subscription does not melt your endpoint.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Loop Component (Adaptive Card-Based) for Live Incident Status Prompt

  Design a Teams/Microsoft 365 Loop component backed by an Adaptive Card extension so an incident status block stays live and editable wherever it is pasted — chat, email, or a Loop page — without copy-paste drift.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  In-Meeting Dialog Meeting App with RSC Meeting Scope Prompt

  Design a Teams meeting app that opens an in-meeting dialog (TaskModule) during a live incident bridge to capture structured timeline entries, scoped with resource-specific consent so it reads meeting context without broad tenant permissions.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Message Extension Link Unfurling with Cache and Auth Prompt

  Design a Teams link-unfurling message extension that resolves internal URLs (incidents, runbooks, dashboards) into rich preview cards, with per-user auth, response caching, and graceful fallbacks for links the user cannot access.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Toolkit CI Pipeline for Multi-Environment App Publishing Prompt

  Design a CI/CD pipeline that uses the Teams Toolkit CLI (teamsapp) to provision, deploy, validate, and publish a Teams app across dev/staging/prod environments with environment-specific manifests and zero manual portal clicks.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Workflows: Capture Adaptive Card Responses Without a Bot Prompt

  Design a Power Automate Workflow (the connector replacing Office 365 webhooks) that posts an Adaptive Card to a channel and captures the responder's button click and inputs back into the flow — closing the loop without standing up a Bot Framework bot.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Check Block Scoped Data Source Prompt

  Design `check` blocks that use scoped data sources to assert post-apply runtime health (endpoints, DNS, cert expiry) as non-blocking warnings instead of hard plan failures.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform for_each Set vs Map Keys Prompt

  Decide whether a `for_each` should iterate a set of strings or a map of objects so instance keys stay stable, readable, and free of churn when the collection changes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Aliased Provider Passing to Nested Modules Prompt

  Wire aliased providers (multi-region, multi-account) down through nested module trees using explicit `configuration_aliases` and `providers = {}` maps instead of implicit inheritance.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Removed Block Forget-Only Prompt

  Use a `removed` block with `lifecycle { destroy = false }` to drop a resource from Terraform management without destroying the real infrastructure — the declarative replacement for `terraform state rm`.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Sentinel Mock Data Authoring Prompt

  Generate Sentinel mock data from real `terraform plan` JSON so policies can be tested offline with `sentinel test`, including both pass and intentional-fail fixtures.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  OpenTofu State Encryption Key Rotation Prompt

  Rotate OpenTofu state-encryption keys safely using the `fallback` method so existing encrypted state can still be read while new writes use the new key — with zero downtime.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Native Test Run Block Ordering Prompt

  Sequence `run` blocks in a `.tftest.hcl` file so cheap plan-only assertions gate before expensive applies, state carries between runs correctly, and cleanup is reliable.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Intermediate

  Terraform Workspace State Isolation Audit Prompt

  Audit a CLI-workspace setup for accidental cross-workspace coupling — shared resource names, hardcoded values, and missing `terraform.workspace` guards that let one workspace clobber another.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Write-Only Argument Migration Prompt

  Migrate existing secret arguments that linger in state (passwords, tokens) to write-only arguments and their `_wo_version` triggers, so sensitive values stop being persisted in the state file.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Thanos Store Gateway Index & Caching Tier Sizing Prompt

  Size the Thanos Store Gateway index cache, bucket cache, and caching-bucket tiers so long-range queries are fast without exhausting memory or hammering object storage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Intermediate

  VEX Statement Authoring from CVE Triage Prompt

  Turn manual CVE triage decisions into auditable OpenVEX statements with the correct machine-readable justification so scanners go quiet only when there is real evidence.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Prometheus & Monitoring Advanced

  VictoriaMetrics vmagent Stream Aggregation Rules Design Prompt

  Design vmagent stream aggregation rules that pre-aggregate high-cardinality metrics at ingest, cutting stored series while preserving the dimensions your queries need.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  Webhook Signature Verification Middleware Design Prompt

  Design a webhook receiver middleware that verifies HMAC signatures, enforces timestamp tolerance, and rejects forged or replayed payloads before any automation logic runs on the request.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  CloudWatch Logs Insights and Alarm Design Prompt

  Write precise CloudWatch Logs Insights queries to find the signal in noisy logs, then design alarms that page on real problems without flapping.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  AWS Cost Optimization and Anomaly Triage Prompt

  Triage a cost spike or rightsize a bill using Cost Explorer, CUR, and utilization data, then sequence Savings Plans, rightsizing, and cleanup with confidence.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  ECS Fargate Task Failure Diagnosis Prompt

  Read ECS task stopped reasons, exit codes, and events to pinpoint why a Fargate task won't start, keeps restarting, or fails its health checks.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  EKS IRSA and Networking Troubleshooting Prompt

  Diagnose why EKS pods cannot assume IAM roles, pull images, get IPs, or reach AWS APIs by tracing IRSA, the VPC CNI, and the OIDC trust chain.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  IAM Least-Privilege From CloudTrail Usage Prompt

  Turn actual CloudTrail and Access Analyzer usage data into a tightly-scoped, deny-by-default IAM policy that keeps the workload running.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  Lambda Cold-Start and Timeout Debug Prompt

  Diagnose Lambda cold starts, init-phase latency, and timeouts using duration metrics and init logs, then propose targeted memory, packaging, and concurrency fixes.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Advanced

  RDS Aurora Slow Query and Parameter Tuning Prompt

  Use Performance Insights, slow-query logs, and EXPLAIN output to find the dominant wait and propose index, query, and parameter-group changes for RDS or Aurora.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  Security Group and ALB/NLB Connectivity Triage Prompt

  Trace why traffic fails through a security-group chain or a load balancer by walking client to listener to target group to target-SG and reading health checks.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• AWS with AI Intermediate

  VPC Connectivity Design and Debug Prompt

  Design subnets, route tables, and NACLs for a sound VPC topology, then methodically trace why two resources cannot reach each other.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  AKS Troubleshooting Deep-Dive Prompt

  Systematically diagnose AKS issues across networking, workload identity, and pod scheduling by correlating kubectl output with Azure-side configuration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  App Service & Functions Cold-Start and Failure Debug Prompt

  Diagnose slow cold starts, 5xx errors, and startup failures on Azure App Service and Functions using app settings, logs, and platform behavior.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  Azure Cost Anomaly & Rightsizing Triage Prompt

  Investigate an unexpected Azure cost spike and produce a prioritized rightsizing and cleanup plan grounded in actual Cost Management and Advisor data.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Key Vault Access & Secret-Rotation Review Prompt

  Review a Key Vault's access model and secret lifecycle, then propose tighter access, rotation, and monitoring without breaking the apps that depend on it.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  Azure Monitor & Log Analytics KQL Query Builder Prompt

  Turn a plain-language investigation question into a correct, efficient KQL query against the right Log Analytics tables, with the joins, time windows, and aggregations you actually need.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  Azure NSG & VNet Connectivity Debug Prompt

  Diagnose why traffic is being dropped between Azure subnets, VNets, or out to the internet by reasoning through NSG rules, effective routes, and peering.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Azure Policy Authoring & Remediation Review Prompt

  Author or review an Azure Policy definition and its remediation so it enforces the intended guardrail accurately, with the right effect and a safe rollout.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Advanced

  Entra ID & Azure RBAC Least-Privilege Review Prompt

  Audit a subscription's role assignments and Entra ID privileged access, then propose tighter, scoped, least-privilege replacements without breaking running workloads.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Azure with AI Intermediate

  Storage Account Security & Access-Tier Review Prompt

  Review an Azure Storage account for public-exposure risk, weak access controls, and cost-inefficient tiering, then propose a hardened, right-tiered configuration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  GCP Billing & Cost Optimization Review Prompt

  Find real GCP savings — committed-use discounts, rightsizing, idle resources, and billing anomalies — by reasoning from billing export and Recommender data instead of cargo-culting reservations.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  GCP Cloud Logging & Monitoring MQL Query Builder Prompt

  Turn a vague 'find me the errors' or 'alert when latency spikes' request into precise Log Explorer queries and Monitoring MQL/PromQL that return exactly the signal you need.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  Cloud Run & Cloud Functions Cold-Start & Failure Debug Prompt

  Debug Cloud Run / Cloud Functions cold starts, container startup failures, timeouts, and 5xx errors using revision config, concurrency, and logs — not blind redeploys.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  Cloud SQL Performance & Connection Tuning Prompt

  Diagnose Cloud SQL slowness and connection exhaustion — slow queries, max_connections limits, connector vs proxy choices, and flag tuning — using Insights and metrics, not blind instance upsizing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  Cloud Storage Bucket Security & Lifecycle Review Prompt

  Audit a Cloud Storage bucket for public exposure, IAM/ACL sprawl, and missing lifecycle/retention rules — closing security gaps while cutting storage cost with the right class transitions.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GKE Troubleshooting: Workload Identity & Networking Prompt

  Diagnose GKE failures — pods that can't reach GCP APIs, Workload Identity token errors, Autopilot scheduling rejections, and networking that breaks between nodes and the control plane.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP IAM Least-Privilege Binding Review Prompt

  Audit IAM bindings across a project or folder to strip over-broad primitive roles, scope service accounts, and add IAM Conditions — without breaking the workloads that actually need access.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Advanced

  GCP Org Policy & Security Command Center Triage Prompt

  Triage Security Command Center findings and design Organization Policy constraints that prevent the misconfiguration class — turning a wall of findings into a prioritized, preventive fix plan.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• GCP with AI Intermediate

  GCP VPC Firewall & Routing Connectivity Debug Prompt

  Trace why one GCP resource can't reach another by walking firewall rules, routes, and priorities in order — instead of opening 0.0.0.0/0 in frustration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Check-Diff Dry-Run Review Plan Prompt

  Build a --check --diff dry-run plan that predicts what a playbook will change, flags tasks that lie in check mode, and gives a go/no-go review before the real run.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible CIS/STIG Hardening Playbook Generator Prompt

  Generate a CIS/STIG-style Linux hardening playbook with idempotent, reversible controls, check-mode support, and a per-control mapping you can audit.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Deprecated Module to FQCN Migration Prompt

  Convert short module names and deprecated syntax to fully-qualified collection names and current parameters, with a per-change rationale and verification plan.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Flaky Task Retry and Until Triage Prompt

  Diagnose intermittently-failing tasks and add correct retry/until/delay logic without masking real failures, with a verification plan.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Monolith to Roles Refactor Prompt

  Break a long monolithic playbook into clean, reusable roles with proper defaults/vars/handlers split and a behavior-preserving migration plan.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Secret Leak Audit Prompt

  Scan a playbook/role for secrets that could leak into logs or output and produce a prioritized fix list using no_log, vault, and safe logging patterns.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Beginner

  Ansible Undocumented Inventory and Playbook Documentation Prompt

  Reverse-engineer an undocumented inventory and playbook set into a clear README, variable reference, and a Mermaid run-flow diagram.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Intermediate

  Ansible Verbose Run Root-Cause Ranking Prompt

  Turn a noisy -vvv failure dump into a ranked, evidence-backed list of probable root causes with the next diagnostic command for each.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Ansible Advanced

  Ansible Windows Playbook Safe Authoring Prompt

  Author a Windows (win_*) playbook with correct WinRM/auth setup, idempotent win_ modules, and reboot handling, reviewed before any real run.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Alert Enrichment: Context on the Page Prompt

  Turn a bare alert into an enriched page — what fired, where it lives, and what changed recently — so the responder acknowledges with context instead of cold, cutting time-to-acknowledge.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Advanced

  Diagnosis Accelerator: Verify-First Hypotheses Prompt

  Turn the opening burst of telemetry into a short, ranked list of diagnoses — each paired with a single command to confirm or kill it — so the team tests the likeliest cause first and shortens time-to-diagnose.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  First-5-Minutes Triage Prompt

  From the alert alone, decide severity, estimate blast radius, and route to the right owner in the opening minutes — so the incident lands with the people who can fix it instead of bouncing, cutting time-to-triage.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Have We Seen This Before? Symptom-Match Prompt

  Match the current symptom signature against your own past incidents and their fixes — fast — so a recurrence is resolved from prior knowledge instead of diagnosed from scratch, collapsing time-to-diagnose.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Beginner

  Live Incident Scribe and Timeline Prompt

  Maintain a running, structured incident timeline as events happen — actions, findings, decisions — so handoffs transfer state instead of resetting it, keeping cumulative recovery time from compounding.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Advanced

  Parallel Investigation Planner Prompt

  Split a live investigation across N responders into non-overlapping workstreams with clear owners and a sync point — so added hands shrink time-to-diagnose instead of duplicating each other's work.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Post-Fix Verification Checklist Prompt

  Build the queries and checks that confirm the fix actually resolved the incident — across the metric, the user, and the dependencies — before calling the all-clear, so you don't reopen later and inflate real MTTR.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Advanced

  MTTR Retro Analyzer: Recurring Time-Sinks Prompt

  Analyze a batch of past incidents to find the time-sinks that recur across them — the phase, the step, the manual toil — and rank what to automate first, so you cut MTTR systemically rather than one incident at a time.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Reduce MTTR with AI Intermediate

  Runbook and Next-Step Surfacer Prompt

  Match the live symptom to the right runbook and surface the exact command to run now — so the responder acts from a known-good procedure instead of improvising, shortening time-to-mitigate.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Backup & Point-in-Time Recovery Prompt

  Design a backup strategy and a point-in-time recovery runbook using xtrabackup/mysqldump plus binlogs.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL Composite & Covering Index Advisor Prompt

  Design the right composite or covering index for a query, with correct column order and a justification for each column.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL InnoDB Buffer Pool & Config Tuning Prompt

  Right-size the InnoDB buffer pool and related memory/IO settings for a described workload and host.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL InnoDB Deadlock Analysis Prompt

  Decode the LATEST DETECTED DEADLOCK section of SHOW ENGINE INNODB STATUS and prescribe a fix.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL my.cnf Workload Review Prompt

  Review a my.cnf against a described workload and host, flagging risky, missing, and outdated settings.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Online Schema Change Plan Prompt

  Plan a zero-downtime schema change on a large table using gh-ost or pt-online-schema-change.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL Replication Lag & GTID Debug Prompt

  Diagnose replica lag and binlog/GTID replication errors and produce a safe recovery plan.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Intermediate

  MySQL Slow Query Log + EXPLAIN Tuning Prompt

  Triage a slow MySQL/MariaDB query from the slow query log and produce a step-by-step EXPLAIN-driven tuning plan.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• MySQL Advanced

  MySQL utf8mb4 Charset Migration Prompt

  Plan a safe migration from utf8/latin1 to utf8mb4 across server, databases, tables, columns, and connections.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  NGINX 502/504 Bad Gateway Triage Prompt

  Turn a wall of error.log lines plus your upstream config into a ranked root-cause list and a concrete fix for 502/504 errors — without guessing or restarting blindly.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  Apache .htaccess to NGINX Translation Prompt

  Translate an Apache vhost or .htaccess (RewriteRules, auth, headers, directory rules) into a correct NGINX server block — preserving behavior and flagging the rules that have no clean NGINX equivalent.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Config Security Audit Prompt

  Audit an NGINX config for the classic misconfigurations — version leakage, missing security headers, open proxy, path traversal, exposed dotfiles — and get a prioritized fix list with exact directives, not a generic checklist.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX location & Regex Precedence Prompt

  Figure out exactly which location block NGINX picks for a given request and fix the ordering bug that's routing your URL to the wrong handler — with the matching rules made explicit, not folklore.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Performance Tuning Prompt

  Tune worker_processes, keepalive, buffers, sendfile, and connection limits to your actual hardware and traffic — producing a justified config diff, not cargo-culted values copied from a blog.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Proxy Cache & Microcaching Prompt

  Stand up proxy_cache (or 1-second microcaching) in front of a dynamic backend to absorb traffic spikes — with a correct cache key, bypass rules, and stale-while-revalidate — without serving stale or per-user content to the wrong people.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX Rate & Connection Limiting Prompt

  Design limit_req and limit_conn zones that throttle abusive traffic and protect your backend — with burst, nodelay, and per-route tuning — without rate-limiting your own legitimate users into 503s.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Intermediate

  NGINX Reverse-Proxy vhost Design Prompt

  Generate a clean, production-ready reverse-proxy server block for your backend app — correct headers, timeouts, keepalive, and WebSocket support — instead of copy-pasting a Stack Overflow snippet that leaks the client IP.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• NGINX Advanced

  NGINX TLS/SSL Hardening Prompt

  Harden your NGINX TLS config to a modern, A-grade baseline — protocols, cipher suites, HSTS, OCSP stapling, session settings — without breaking older clients you actually need to support.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Intermediate

  Postgres postgresql.conf Workload Tuning Prompt

  Get a reviewed postgresql.conf tuning plan for your specific hardware and workload — memory, WAL/checkpoint, planner, and autovacuum settings explained one by one, with how to verify each took effect.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Declarative Partitioning Design Prompt

  Design a declarative partitioning scheme for a large table — pick the strategy and key, plan indexes and constraints, and lay out a safe migration from the existing monolith with automated partition maintenance.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Index Advisor from pg_stat_statements Prompt

  Mine pg_stat_statements for your most expensive queries and get a prioritized list of missing indexes to add and redundant indexes to drop — with the write cost of each spelled out.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Lock Contention & Deadlock Investigation Prompt

  Untangle blocking chains and deadlocks from pg_locks, pg_stat_activity, and log output — pinpoint the blocker, explain the lock conflict, and fix the access pattern so it stops recurring.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Intermediate

  Postgres pgbouncer Pool Sizing & Connection Tuning Prompt

  Size pgbouncer pools and pick a pooling mode for your app's connection behavior — so you stop exhausting max_connections, cut connection overhead, and avoid the subtle bugs transaction pooling introduces.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Replication Lag Debugging Prompt

  Diagnose streaming or logical replication lag from pg_stat_replication and pg_replication_slots — find where the bytes are stuck (send, write, flush, replay) and fix the cause without losing WAL or risking the primary.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Intermediate

  Postgres Slow Query EXPLAIN Triage Prompt

  Turn a confusing EXPLAIN (ANALYZE, BUFFERS) plan into a ranked, plain-English diagnosis with concrete index/rewrite fixes and a verification step — so you fix the real bottleneck, not a guess.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres VACUUM, Bloat & Autovacuum Tuning Prompt

  Diagnose table and index bloat, decide between VACUUM, autovacuum tuning, and a rebuild, and produce per-table autovacuum settings — so dead tuples and wraparound risk stop quietly degrading your database.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Postgres Advanced

  Postgres Zero-Downtime Schema Migration Planner Prompt

  Turn a risky schema change into a lock-aware, multi-step migration plan that avoids long ACCESS EXCLUSIVE locks — with the exact statements, lock_timeout guards, and a back-out path for each phase.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Advanced

  Postmortem Counterfactual Analysis Prompt

  Rigorously explore what would have detected or prevented this incident sooner — testing each counterfactual against what was actually knowable in the moment, so you avoid hindsight-driven action items.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Customer and Business Impact Quantifier Prompt

  Turn raw incident data into a defensible impact section — users affected, error-budget burn, SLA credit exposure, and a bounded dollar estimate — instead of a vague 'some customers were affected'.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Executive Summary Translator Prompt

  Translate a detailed technical postmortem into a one-page executive or board summary — impact, cause, response, and what changes — in business language, without distorting the facts or smuggling in blame.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Findings to Engineering Tickets Prompt

  Convert postmortem findings into well-scoped engineering tickets — each with a clear title, candidate owner role, acceptance criteria, defense type, and a realistic due date — so the lessons turn into tracked work instead of a buried action-items list.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Format Selector Prompt

  Decide whether this specific incident is best told as a narrative, a strict timeline, a 5-whys, or a contributing-factors analysis — before you start writing the document.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Advanced

  Postmortem Multi-Team Contributing Factors Untangler Prompt

  Untangle the contributing factors in an incident that crossed service and team boundaries — attributing factors to systems, not people, and mapping the seams where handoffs and ownership gaps let it propagate.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem QA Reviewer Prompt

  Run a quality pass over a finished postmortem draft to flag missing sections, claims unsupported by the timeline, and unaddressed single points of failure — before it goes to review.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Sanitize-for-Public-Sharing Prompt

  Prepare an internal postmortem for external or cross-customer sharing by finding secrets, PII, customer names, and internal details that must be stripped or redacted — without gutting the technical lesson.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Post Mortems with AI Beginner

  Postmortem What-Went-Well Section Writer Prompt

  Write a genuine 'what went well / strengths' section that captures the defenses and good calls that contained the incident — so the postmortem reinforces what to keep, not only what to fix.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Connection & Channel Leak Debugging Prompt

  Track down why RabbitMQ connection or channel counts keep climbing until the broker hits limits, and find the client code that opens but never closes them.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Consumer Prefetch & QoS Tuning Prompt

  Tune consumer prefetch (basic.qos) so work is spread evenly across consumers, throughput is high, and no single consumer hoards or starves while others sit idle.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Dead-Letter Exchange & Retry Design Prompt

  Design a dead-letter exchange and retry topology so failed messages are retried with backoff and parked safely instead of being lost or stuck in a poison-message loop.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Exchange & Routing-Key Topology Design Prompt

  Design a clean exchange, binding, and routing-key topology for a new or messy RabbitMQ messaging layer so producers and consumers stay decoupled and routing is predictable.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Memory & Disk Alarm Resource-Limit Triage Prompt

  Triage a RabbitMQ memory or disk-free alarm that has blocked publishers cluster-wide, find what is consuming the resource, and recover safely without dropping messages.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Intermediate

  RabbitMQ Message TTL & Expiration Strategy Prompt

  Decide where and how to apply message TTL, queue TTL, and max-length so stale messages expire safely instead of piling up or silently disappearing.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Publisher Confirms & Idempotent Consumers Prompt

  Design an end-to-end no-message-loss path with publisher confirms, durable/persistent messages, and idempotent consumers so neither a broker restart nor a redelivery breaks correctness.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Queue Backpressure & Flow-Control Triage Prompt

  Diagnose why a RabbitMQ queue is backing up and producers are being throttled, and decide whether the bottleneck is slow consumers, flow control, or a resource alarm.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Shovel & Federation Cross-Site Setup Prompt

  Decide between shovel and federation and design a reliable cross-site or cross-cluster message-replication setup that survives WAN flakiness without duplicating or losing messages.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Automation Intermediate

  Event-Driven Ansible Rulebook Design Prompt

  Design an Event-Driven Ansible rulebook — sources, conditions, throttling, and actions — that turns a noisy event stream into safe, deduplicated remediation runs instead of an automation that hammers production on every webhook.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Custom Filter Plugin Prompt

  Design and review a custom Ansible Jinja2 filter plugin in Python — FilterModule contract, edge-case handling, and unit tests.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Custom Lookup Plugin Prompt

  Build a custom Ansible lookup plugin that fetches data from an external source at templating time, with caching and error handling.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible NX-OS and IOS Network Modules Prompt

  Write idempotent Ansible playbooks for Cisco NX-OS and IOS devices using resource modules, with safe config replace and rollback.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Pull Mode GitOps Bootstrap Prompt

  Design an ansible-pull workflow where nodes self-converge from a Git repo on a schedule, including bootstrap, locking, and reporting.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Runner Python Embedding Prompt

  Embed Ansible into a Python service using the ansible-runner library — private data dir, event callbacks, artifacts, and status handling.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Aodh Alarm Evaluation Debug Prompt

  Diagnose Aodh alarms that never transition state, fire false positives, or fail to trigger their action URL for auto-scaling and alerting.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  autofs Automounter Map Design and Debug Prompt

  Design and troubleshoot autofs on-demand mount maps so home directories and shares mount only when accessed, then unmount after idle timeout.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Automation Circuit Breaker Design Prompt

  Design a circuit breaker around an ops automation so that when its actions start failing — or succeeding in ways that look like a runaway loop — it trips, stops acting, and escalates to a human instead of amplifying an outage.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Bash Coprocess Bidirectional Pipe Orchestration Prompt

  Drive a long-running interactive child process from a Bash script using a coproc so you can stream commands in and read responses out without re-spawning the process per call

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Named Pipe FIFO Producer-Consumer Pipeline Prompt

  Decouple a data producer from one or more consumers across separate processes using a mkfifo named pipe, with correct open/blocking semantics and cleanup

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Process Substitution Patterns Prompt

  Use process substitution to feed command output where a filename is expected — diffing two live command outputs, tee-ing to multiple consumers, and avoiding subshell variable loss

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash xargs Parallel Batch Execution Prompt

  Process a large list of items (URLs, files, hosts) concurrently with xargs -P bounded parallelism, with NUL-safe input and correct failure aggregation

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Blazar Host Reservation and Lease Design Prompt

  Design Blazar resource reservation — dedicated host leases, instance reservations, and capacity carve-outs without starving general scheduling.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  AWS CDK Aspects Compliance Enforcement Prompt

  Write AWS CDK Aspects that visit the construct tree to enforce tagging, encryption, and security rules across all stacks at synth time.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Certificate Transparency Monitoring for Rogue Cert Detection Prompt

  Design Certificate Transparency log monitoring that alerts on unauthorized or mis-issued certificates for your domains

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Cilium FQDN Egress Allowlist and Hubble Observability Prompt

  Design Cilium DNS/FQDN-based egress allowlist policies validated against real Hubble flow data to lock down outbound traffic

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Clevis and Tang LUKS Network-Bound Unlock Design Prompt

  Design network-bound disk encryption with Clevis and Tang so LUKS volumes auto-unlock at boot inside the trusted network without a typed passphrase or stored key.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  CloudFormation Hooks Pre-Provision Guardrails Prompt

  Author a CloudFormation Hook that validates resource configurations pre-provision and blocks non-compliant stacks across an account.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  CloudKitty Rating and Chargeback Pipeline Design Prompt

  Design a CloudKitty rating pipeline — collector sources, hashmap/pyscript rules, and per-tenant chargeback reports that reconcile with usage.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  cpupower Frequency Governor Tuning Prompt

  Tune CPU frequency scaling governors, energy-performance bias, and turbo behavior with cpupower to trade latency against power for a given workload profile.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Cyborg Accelerator Device Debug Prompt

  Diagnose Cyborg GPU/FPGA accelerator attach failures, missing device profiles, and placement resource-provider mismatches for instances.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  dmidecode and lshw Hardware Inventory Firmware Audit Prompt

  Audit a server's hardware inventory and firmware levels with dmidecode and lshw to catch outdated BIOS, mismatched DIMMs, and undocumented expansion cards before an incident.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  DNSSEC and DANE TLSA Validation Hardening Prompt

  Review and harden DNSSEC signing and DANE TLSA records so resolvers and TLS clients reject spoofed responses and rogue certificates

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Feature-Flag-Gated Rollout Automation Design Prompt

  Design automation that drives a feature-flag rollout — staged percentage ramps, guardrail-metric checks between steps, and automatic rollback on regression — so the flag advances on evidence rather than a human watching dashboards and clicking through stages.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  fscrypt Per-Directory Filesystem Encryption Setup Prompt

  Set up native ext4/f2fs per-directory encryption with fscrypt so individual home or data directories are encrypted with login-tied keys without full-disk encryption.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Self-Hosted Runner Autoscaling Automation Prompt

  Design autoscaling for self-hosted GitHub Actions runners — webhook-driven scale-up, idle scale-down, and ephemeral runner lifecycle — so CI capacity tracks demand without leaving zombie runners or leaking credentials between jobs.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Component Versioning and Release Publishing Prompt

  Design a release and semantic-versioning workflow that publishes CI/CD Catalog components to the catalog on tag, manages ~latest vs. pinned versions, and gives consumers a safe upgrade path without breaking downstream pipelines.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Keyless Cosign Image Signing Prompt

  Sign container images in a GitLab pipeline with keyless Cosign using GitLab ID tokens (OIDC) and Sigstore, then verify signatures at deploy time — no long-lived signing keys to rotate or leak.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD Coverage Cobertura MR Visualization Prompt

  Wire test coverage so GitLab shows per-line coverage annotations directly in merge request diffs and a coverage percentage badge — using coverage_report Cobertura artifacts and the coverage regex, instead of coverage data that never surfaces in the MR.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Runner Custom Executor Driver Config Prompt

  Build and debug a GitLab Runner Custom executor driver (config/prepare/run/cleanup scripts) to run jobs on an environment GitLab does not natively support — such as bespoke VMs, a hypervisor, or an isolated sandbox.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Kubernetes Runner Affinity and Tolerations Prompt

  Tune the GitLab Runner Kubernetes executor so CI job pods land on the right nodes — using node selectors, affinity, and tolerations to schedule onto tainted CI node pools (spot, GPU, large-build) without starving other workloads.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Scan Execution Policy-as-Code Prompt

  Enforce required security scans across many projects with GitLab Scan Execution Policies and Pipeline Execution Policies — so SAST, secret detection, and container scanning run on every pipeline regardless of what a project's own .gitlab-ci.yml says.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD Skip-CI and Push Options Control Prompt

  Control when pipelines run from the Git push itself — using [skip ci] commit flags, ci.skip / ci.variable push options, and workflow rules — so docs-only commits, bot pushes, and bulk merges do not waste runner minutes or trigger duplicate pipelines.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Reusable Steps Step Runner Prompt

  Refactor brittle multi-line script: blocks into composable, versioned CI/CD Steps run by the GitLab Step Runner, so logic is shared, testable, and portable across jobs and projects.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Downstream Trigger Variable Forwarding Prompt

  Design and debug how variables propagate to downstream and multi-project pipelines using trigger:forward, so the right values reach child pipelines without leaking everything by accident.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Idempotency-Key Write Path Design Prompt

  Design an idempotency-key scheme for an automation that makes external write calls — key derivation, store, conflict handling, and TTL — so retries, replays, and concurrent runs cannot create duplicate orders, charges, tickets, or resources.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Conference Bridge Noise Control Prompt

  Restore signal on a chaotic major-incident voice or video bridge where too many people are talking over each other and decisions are being lost

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Data Integrity Verification After Recovery Prompt

  Verify that data is actually correct and consistent after a service is restored, before declaring the incident resolved, when an outage may have corrupted or skipped writes

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Degraded-Mode Customer Tradeoff Prompt

  Decide which features to intentionally shed to keep core service alive during an incident, and frame that tradeoff for customers and the business

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Deputy Commander Load-Sharing Prompt

  Split incident command duties across a deputy, scribe, and comms lead when a single commander is overloaded on a large or fast-moving incident

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Go/No-Go Mitigation Decision Prompt

  Run a fast, structured go/no-go check before executing a risky mitigation during a live incident, when the fix itself could make things worse

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Mid-Incident Scope Creep Control Prompt

  Stop an active incident from sprawling into parallel investigations and opportunistic fixes that dilute the team and extend the outage

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident On-Call Fatigue Handoff During Prolonged Incidents Prompt

  Manage responder fatigue and rotate the team safely during a multi-hour or multi-day incident so exhausted people do not make catastrophic mistakes

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Stand-Down and All-Clear Criteria Prompt

  Decide whether an incident is genuinely resolved enough to declare all-clear and stand down responders, versus prematurely closing a still-fragile system

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Third-Party Status Triage Prompt

  Triage during an active incident whether a third-party or SaaS provider degradation is actually your root cause, or a red herring distracting the team

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  kube-bench and Kubescape Cluster Hardening Scan Review Prompt

  Interpret kube-bench and Kubescape findings and produce a prioritized remediation plan for control-plane and node CIS hardening

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes CRD Conversion Webhook Design Prompt

  Design a CRD conversion webhook to migrate stored objects across API versions safely, choosing a hub version and avoiding lossy round-trips and storage-version traps.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Extended Resources & Opaque Integer Design Prompt

  Advertise custom node-level extended resources via the node status API and schedule pods that request them, for non-DRA capacity like licenses, FPGAs, or NIC ports.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Gateway API GRPCRoute Design Prompt

  Design GRPCRoute resources for service/method matching, header routing, and h2c backends, and debug why gRPC calls 404 or fall back to HTTP/1.1 on a Gateway.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Gateway API HTTPRoute Traffic Splitting Prompt

  Design HTTPRoute weighted backendRefs, header-based routing, and canary/blue-green splits, then verify status conditions before shifting production traffic.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Node Swap Enablement & Config Prompt

  Safely enable NodeSwap with the LimitedSwap behavior, size swap per node, and set cgroup v2 memory.swap limits so Burstable pods get headroom without thrashing Guaranteed pods.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Pod Overhead & RuntimeClass Accounting Prompt

  Configure RuntimeClass pod overhead so the scheduler and node accounting reserve the sandbox/runtime tax, fixing over-commit and surprise OOM on sandboxed runtimes.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Scheduler Extender Webhook Design Prompt

  Design a scheduler extender webhook for filter/prioritize/preempt/bind hooks when in-tree plugins aren't enough, and decide when the scheduler-framework is the better path instead.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Scheduler Profiles & Multiple Schedulers Prompt

  Design kube-scheduler profiles with plugin enable/disable and scoring weights, or run a second scheduler, to give workload classes different placement behavior.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Volume Populators & dataSourceRef Design Prompt

  Design PVCs that pre-populate from custom sources using dataSourceRef and a volume populator, and debug PVCs stuck Pending waiting on the populator controller.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Mistral Workflow Execution Debug Prompt

  Diagnose Mistral workflow executions stuck in RUNNING, tasks erroring on YAQL/Jinja, and action failures against OpenStack services.

  • Claude
  • ChatGPT
  Open prompt
• Automation Beginner

  n8n Error-Handling and Retry Workflow Design Prompt

  Design the error-handling layer for an n8n ops automation — error workflows, retries with backoff, partial-failure handling, and dead-letter routing — so a flaky third-party node does not silently drop work or fire duplicate side effects.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  OCSP and CRL Certificate Revocation Validation Review Prompt

  Review TLS clients and services for correct certificate revocation checking via OCSP stapling and CRL distribution points

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  OSV-Scanner Reachability-Aware CI Dependency Gate Prompt

  Design a CI gate using OSV-Scanner that blocks builds on reachable, fixable vulnerabilities while suppressing unreachable noise

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Packer Custom Provisioner Plugin Prompt

  Scaffold a custom Packer provisioner plugin in Go using the plugin SDK, with config validation, prepare/provision hooks, and tests.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Experimental Feature-Flag Rollout Prompt

  Plan a safe rollout of an experimental Prometheus feature enabled via --enable-feature, assessing risk, dependencies, and rollback before turning it on in production.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus honor_labels & honor_timestamps Conflict Resolution Prompt

  Diagnose and fix label collisions and timestamp drift caused by honor_labels/honor_timestamps when scraping federation endpoints, Pushgateway, or exporters that expose their own job/instance labels.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus http_sd Dynamic Target Discovery Prompt

  Design and debug an http_sd_config integration so Prometheus pulls its scrape targets from a custom HTTP discovery endpoint, with correct refresh, labeling, and failure handling.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Query Log Slow-Query Audit Prompt

  Enable and analyze the Prometheus active query log and query_log_file to find expensive PromQL queries that strain the server, then rewrite or offload them.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus sample_limit Target Protection Prompt

  Design per-target sample_limit guardrails that protect a Prometheus server from a single misbehaving exporter blowing up cardinality, without dropping legitimate metrics from healthy targets.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus scrape_protocols Content Negotiation Prompt

  Configure and troubleshoot Prometheus scrape_protocols / content-type negotiation so the server requests the right exposition format (OpenMetrics, PrometheusText, PrometheusProto) and unlocks features like native histograms and created timestamps.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  Prometheus target_limit & label_limit Guardrails Prompt

  Configure target_limit, label_limit, label_name_length_limit, and label_value_length_limit to protect a Prometheus server from service-discovery explosions and abusive label sets in a multi-tenant environment.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus TSDB Head Memory & Series Churn Prompt

  Diagnose Prometheus memory pressure driven by the in-memory head block, distinguishing high active-series load from high series churn, and applying the right remediation for each.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus WAL Replay Startup Latency Prompt

  Diagnose and reduce slow Prometheus startup caused by long write-ahead-log (WAL) replay, so a restarting server returns to a healthy, scrapeable state quickly after deploys or crashes.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Dynamic Providers Custom Resource Prompt

  Implement a Pulumi dynamic provider to manage a resource with no native provider, with correct create/update/delete and diff logic.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Python Context Manager Resource Cleanup Prompt

  Wrap acquisition and guaranteed release of a resource (lock, temp dir, DB connection, mounted path) in a custom context manager so cleanup runs even on exceptions

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python fcntl Advisory File Locking Prompt

  Serialize access to a shared resource across processes using fcntl advisory locks (flock/lockf) so two script instances never run the critical section concurrently

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Jinja2 Config Template Rendering Prompt

  Render environment-specific config files (nginx, systemd units, app YAML) from Jinja2 templates plus a variables file, with strict undefined handling and safe output

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python logging.config dictConfig Setup Prompt

  Configure Python's logging via a single declarative dictConfig dictionary with multiple handlers, formatters, and per-module log levels instead of scattered basicConfig calls

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Ruff and Black Pre-commit Pipeline Setup Prompt

  Stand up a pre-commit configuration that runs Ruff (lint + import sort) and Black formatting on staged Python files locally and in CI, with a non-conflicting tool ordering

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Salt Reactor and Orchestrate Automation Design Prompt

  Design a SaltStack reactor-to-orchestrate flow that responds to event-bus events with multi-minion orchestration, while gating which events fire changes and capping how many minions are touched at once.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Scheduled Database Maintenance Job Design Prompt

  Design a scheduled database maintenance job — vacuum/analyze, reindex, partition rotation, and stats refresh — that runs in low-traffic windows with lock-aware throttling and a safe abort, instead of a cron line that blocks production at peak.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Senlin Cluster Scaling Policy Debug Prompt

  Troubleshoot Senlin auto-scaling clusters where scaling policies fail to fire, nodes get stuck in ERROR, or health policy recovery loops.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Serial Console Headless Access Setup Prompt

  Configure a reliable serial console on a headless Linux server covering GRUB, kernel cmdline, and getty so you can reach the boot loader and login over serial or BMC SOL.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Admin Custom Emoji Governance Automation Prompt

  Automate custom emoji lifecycle on Enterprise Grid via admin.emoji.add, admin.emoji.addAlias, and admin.emoji.remove so signaling emoji (status, severity, team badges) stay standardized and aliases are reconciled from a source-of-truth manifest

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Bookmarks API Channel Quick-Links Automation Prompt

  Programmatically curate per-channel bookmark bars so every incident or service channel exposes the same runbook, dashboard, and on-call quick-links via bookmarks.add

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Calls API External Provider Integration Prompt

  Register and manage third-party voice/video calls inside Slack via the Calls API (calls.add, calls.participants.add/remove, calls.end) so an incident bridge from an external provider appears natively in the channel

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack conversations.replies Thread Export Bot Prompt

  Walk a full Slack thread via conversations.replies (handling pagination and the parent-message quirk) to export an incident discussion into a structured timeline or ticket body

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Next-Gen Platform Custom Function SDK Prompt

  Design and implement a reusable custom function on Slack's next-gen (Deno) platform so it can be wired as a step in Workflow Builder by non-engineers, with typed inputs/outputs and a datastore-backed action

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Next-Gen Scheduled Trigger Provisioning Prompt

  Provision and manage scheduled triggers for next-gen platform workflows via the Slack CLI and workflows.triggers.create so a recurring ops workflow (digest, sweep, reminder) fires on a precise cadence without a self-managed cron host

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Pins Lifecycle Hygiene Bot Prompt

  Build a bot that auto-pins the canonical incident summary and current status message in a channel, and unpins stale pinned messages once an incident resolves, keeping pinned context noise-free via pins.add and pins.remove

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Remote Files API External Artifact Pointers Prompt

  Use the files.remote API to surface large external artifacts (build logs, traces, S3 objects) as native, unfurlable Slack file entries without uploading the bytes, keeping a live pointer that stays in sync with the source

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack User Status Automation On-Call Sync Prompt

  Automatically set a user's Slack custom status and DND via users.profile.set when they go on-call, take PTO, or join a deploy freeze, and clear it when the shift ends

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  SSRF and Cloud IMDS Metadata Protection Review Prompt

  Review services and cloud instances for SSRF exposure to the metadata endpoint and design defenses against credential theft

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  StackStorm Action Pack Design Prompt

  Design a cohesive StackStorm pack — actions, workflows, sensors, and parameters — for a specific operational domain, so remediation logic is reusable, typed, and safe to wire into rules rather than scattered across one-off scripts.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Magic SysRq Key Emergency Configuration Prompt

  Configure the magic SysRq key safely so administrators can trigger a controlled emergency sync and reboot or capture diagnostics on a hung server without an unclean power cycle.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  systemd-nspawn and machinectl Container Management Prompt

  Build, network, and lifecycle-manage lightweight OS containers with systemd-nspawn and machinectl for test environments without pulling in a full container runtime.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  systemd-sysext Extension Image Management Prompt

  Design and troubleshoot systemd-sysext system extension images so tools overlay onto an immutable or read-only base OS at runtime without modifying the underlying image.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Tacker VNF Lifecycle Debug Prompt

  Troubleshoot Tacker NFV orchestration — VNF instantiate/heal/scale failures, VIM connectivity, and TOSCA/VNFD template errors.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Actionable Message with Action.Http Approval Card Prompt

  Design an actionable message card delivered to Teams that lets an approver click Approve/Reject inline via Action.Http callbacks, with signed-token verification on your endpoint.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams AI Library Vector Data Source RAG Grounding Prompt

  Wire a vector data source into a Teams AI Library bot so the planner grounds answers in your runbooks and incident history via retrieval augmentation, with citations and freshness control.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams App Manifest Versioning and Staged Rollout Rings Prompt

  Plan a safe in-place upgrade of a custom Teams app — manifest version bumps, permission-change consent prompts, and ring-based rollout so a bad release does not hit the whole org at once.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Proactive App Install for Users via Graph Prompt

  Programmatically install a Teams app for a list of users via Graph so a bot can proactively message them — fetching the conversation reference without waiting for the user to find the app.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Share App Content to Meeting Stage Prompt

  Build a Teams meeting app that promotes its tab content to the shared meeting stage with shareAppContentToStage, so everyone sees the same incident dashboard during a live call.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Graph Call Records CQD Quality Analysis Prompt

  Pull Teams call records via Graph and correlate them with Call Quality Dashboard signals to triage poor-call complaints — jitter, packet loss, and network path attribution.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Microsoft Graph Export API for Teams eDiscovery Compliance Prompt

  Build a compliance-grade exporter that pulls Teams messages and chats through the Graph protected (export) APIs for eDiscovery and legal hold, without consuming per-user seeded license quota.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Meeting Watermark and Protected Content Policy Prompt

  Design and roll out a Teams meeting policy that applies watermarks and end-to-end protection to sensitive incident war-room meetings, balancing security against app and recording limitations.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Channel Message Reactions Engagement Analytics Prompt

  Analyze channel message reactions and reply activity via Graph to measure announcement reach and engagement — who acknowledged incident posts and which messages went unread.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform CLI Configuration (.terraformrc) Hardening Prompt

  Audit and design a hardened CLI configuration file for provider mirrors, plugin cache, and credential helpers across dev and CI

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  terraform_data Replacement for null_resource Prompt

  Migrate legacy null_resource + triggers patterns to the built-in terraform_data resource without forcing spurious replacements

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Dynamic Multi-Instance Provider Configuration with for_each Prompt

  Use for_each on provider configurations (Terraform 1.9+) to fan resources out across many accounts or regions without hand-written aliases

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Ephemeral Resource Design for Short-Lived Credentials Prompt

  Design ephemeral resources and ephemeral values to fetch and pass short-lived secrets without ever writing them to state or plan

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Plan JSON Dependency Graph Export Analysis Prompt

  Export and analyze the resource dependency graph from terraform graph and plan JSON to explain ordering and blast radius

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Partial Backend Configuration Patterns Prompt

  Design partial backend configuration so the same root module initializes against different state backends per environment without hardcoding secrets

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Resource Precondition and Postcondition Design Prompt

  Add lifecycle precondition and postcondition blocks that fail a plan or apply early with clear messages instead of producing broken infrastructure

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Stacks Deferred Changes Planning Prompt

  Plan and reason about deferred changes across Stack components so unknown-count expansions apply safely in dependency order

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Variable Definition Precedence Audit Prompt

  Trace why a Terraform input variable resolves to an unexpected value by auditing the full tfvars and environment-variable precedence chain

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Tetragon TracingPolicy Runtime Enforcement Review Prompt

  Design and review Cilium Tetragon TracingPolicy resources that detect and block malicious kernel-level behavior at runtime

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Trove Database Replication and Failover Debug Prompt

  Diagnose Trove DBaaS replication lag, broken replica chains, and failed promote/failover operations on MySQL/PostgreSQL instances.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Wazuh Detection Rule and Decoder Tuning Prompt

  Tune Wazuh custom rules and decoders to raise true-positive detection while cutting alert noise across endpoints and servers

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Zun Container Lifecycle Debug Prompt

  Troubleshoot Zun containers stuck in Creating/Error, networking failures via Kuryr, and capsule scheduling problems on compute hosts.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Galaxy Requirements Pinning Prompt

  Design a requirements.yml for roles and collections that pins versions reproducibly, handles transitive collection dependencies, and supports air-gapped or private Galaxy mirrors.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Beginner

  Ansible Host Pattern and Limit Targeting Prompt

  Construct precise Ansible host patterns and --limit expressions so a play hits exactly the intended hosts, with safety guards that prevent an empty or over-broad target from running fleet-wide.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible-lint Custom Ruleset and Profile Configuration Prompt

  Author an .ansible-lint configuration that selects the right enforcement profile, tunes skip/warn lists, and adds custom rules so CI fails on real problems without drowning teams in noise.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Module Argument Spec Validation Prompt

  Design and review the argument_spec for a custom Ansible module so inputs are validated, mutually exclusive options are enforced, no_log secrets are protected, and check mode behaves correctly.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible module_defaults Group Configuration Prompt

  Use module_defaults and action groups to centralize repeated module parameters (cloud auth, connection settings, common flags) so playbooks stay DRY without hiding security-relevant arguments.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Strategy Plugin and Mitogen Tuning Prompt

  Choose and tune the right Ansible execution strategy (linear, free, host_pinned, Mitogen) and forks/pipelining settings to speed up large plays without breaking ordering guarantees.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Vault Rekey and Rotation Workflow Prompt

  Design a safe ansible-vault rekey workflow that rotates the vault password and the underlying secrets across multiple environments without breaking running playbooks or CI.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Automation Backfill and Replay Job Design Prompt

  Design a controlled backfill or event-replay job to reprocess a window of historical data or missed events after a bug fix or outage, with throttling, checkpointing, and dedupe so the catch-up run does not overwhelm downstreams or double-apply side effects.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Automation Dead-Letter and Poison-Message Triage Design Prompt

  Design a dead-letter queue triage workflow for an event-driven automation pipeline — classifying failures, isolating poison messages, and defining safe replay-vs-discard decisions so the DLQ becomes an actionable backlog instead of an ignored graveyard.

  • Claude
  • ChatGPT
  Open prompt
• Automation Beginner

  Automation Human-in-the-Loop Escalation Routing Prompt

  Design when and how an automated workflow should pause and hand off to a human — defining confidence thresholds, escalation triggers, the notification path, and the timeout fallback so automation asks for help instead of guessing or stalling silently.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Automation Retry-Budget and Timeout Topology Design Prompt

  Design end-to-end timeout and retry budgets across a multi-hop automation chain (trigger to queue to worker to downstream API) so retries do not stack into retry storms, exceed the caller's deadline, or hammer a degraded dependency.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Automation Test Harness and Sandbox Validation Design Prompt

  Design a pre-production test harness for an ops automation — mocking dependencies, faking side effects, and asserting on intended actions — so a destructive workflow can be validated end-to-end in a sandbox before it ever runs against real infrastructure.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  GNU/BSD Coreutils Portability Shim Prompt

  Audit a Bash script for GNU-only coreutils flags that break on macOS/BSD, then add a portable shim layer (feature detection plus fallbacks) so the same script runs identically on Linux and macOS runners.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Secure umask & File-Write Hardening for Secret-Handling Scripts Prompt

  Harden a Bash automation script that writes tokens, keys, or credentials so every file it creates is restrictive by default, written atomically, never leaks via temp files or world-readable defaults, and never echoes secrets to logs or process lists.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  blkid UUID and Label Duplicate Resolution Prompt

  Resolve duplicate filesystem UUIDs and labels after disk cloning or snapshot restore that cause wrong-device mounts, fstab ambiguity, and boot failures on Linux.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  CloudFormation Guard Policy Rule Authoring Prompt

  Write AWS CloudFormation Guard (cfn-guard) rules in the Guard DSL that enforce security and compliance guardrails on CloudFormation templates, with unit tests and a CI gate that fails on violations.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Cinder Scheduler Weigher & Capacity Filter Tuning Prompt

  Tune the Cinder scheduler filters and weighers so volumes land on the right backend pool — balancing capacity, allocation ratio, and affinity — instead of clustering on one backend or hitting 'no valid backend'.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  CloudTrail Anomaly Hunting Review Prompt

  Threat-hunt across AWS CloudTrail events to surface suspicious IAM, persistence, and exfiltration patterns and turn them into detections

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Container Escape Attack-Surface Review Prompt

  Review container and Kubernetes pod specs for configurations that enable host breakout: privileged mode, host mounts, dangerous capabilities, and exposed host namespaces

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Designate Zone Transfer & Secondary Zone Debug Prompt

  Diagnose why Designate secondary zones won't transfer (AXFR/IXFR), NOTIFY isn't received, or zone serials drift from an external master, while keeping the backend nameservers in sync.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Docker Socket Exposure Audit Prompt

  Audit where the Docker daemon socket is exposed — mounted into containers, bound over TCP, or shared with CI — and the root-equivalent risk it creates

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  dracut initramfs Rebuild and Recovery Prompt

  Diagnose an unbootable RHEL/Rocky host stuck in the initramfs emergency shell and rebuild a correct dracut image with the right drivers, modules, and kernel arguments.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  etcd Encryption and Access Hardening Review Prompt

  Review Kubernetes etcd for encryption-at-rest gaps, weak client/peer mTLS, exposed endpoints, and missing backup-protection controls

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  ethtool NIC Offload and Ring Buffer Tuning Prompt

  Use ethtool stats to diagnose packet drops, ring-buffer overruns, and offload misconfiguration on a busy Linux NIC and produce safe, persistent tuning settings.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  PAM faillock Account Lockout Policy Review Prompt

  Audit pam_faillock lockout thresholds, unlock timing, and root behavior across RHEL/Rocky and Debian hosts to balance brute-force defense against operational lockouts.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  GitHub Actions Reusable Ops Workflow Library Design Prompt

  Design a library of reusable GitHub Actions workflows and composite actions for common ops tasks (deploy, rollback, secret rotation, scheduled checks) with pinned versions, scoped permissions, and inputs/outputs so teams stop copy-pasting drifting YAML across dozens of repos.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab API Fuzzing Scan Profile Prompt

  Stand up GitLab API Fuzzing against a REST/GraphQL service in CI using an OpenAPI or HAR spec, with tuned scan profiles and authenticated sessions.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI Cache Policy Pull-Push Split Prompt

  Split a single shared GitLab CI cache into a pull-only consumer pattern and a dedicated push job to stop concurrent jobs from clobbering each other's cache.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI Job Token Scope Allowlist Prompt

  Lock down the GitLab CI/CD job token (CI_JOB_TOKEN) with a project access allowlist so pipelines can only reach explicitly trusted projects, closing cross-project token abuse.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Dependency Proxy Registry Caching Prompt

  Use GitLab's Dependency Proxy to cache upstream container images and avoid Docker Hub rate limits and slow pulls in CI jobs and the Kubernetes executor.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Environment Rollback Deployment History Prompt

  Use GitLab environment deployment history to roll back to a previously successful deploy safely, with re-deploy jobs and verification rather than ad-hoc reverts.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab IaC Scanning for Terraform Prompt

  Enable GitLab Infrastructure-as-Code (IaC) scanning to catch insecure Terraform, CloudFormation, and Kubernetes manifests in merge requests before they apply.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab License Scanning Policy Gate Prompt

  Configure GitLab license compliance scanning and a merge-request approval policy that blocks denied open-source licenses before they reach the default branch.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Pipeline Trigger Token API Prompt

  Trigger GitLab pipelines from outside GitLab (external systems, cron, webhooks) using a pipeline trigger token via the API with passed variables and ref selection.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab Secret Push Protection Prompt

  Enable GitLab pre-receive secret push protection so commits containing leaked tokens are rejected at git push time, before they ever land in a pipeline.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Conditional Subchart Tags Toggling Prompt

  Design clean enable/disable toggles for Helm subcharts using dependency condition and tags — so an umbrella chart can ship optional components (bundled DB, redis, ingress) without orphaned resources or surprise installs.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Test Hook Integration Suite Prompt

  Design a `helm test` suite using test hooks — connectivity, schema, and smoke checks as Pods/Jobs with helm.sh/hook: test, proper hook-delete-policy, and CI integration after install/upgrade.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Hostname and machine-id Clone Fix Prompt

  Detect and repair duplicate /etc/machine-id, D-Bus IDs, and hostname collisions on VMs cloned from a template that cause DHCP lease, journald, and SSH host-key conflicts.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Comms Approval and Sign-Off Workflow Prompt

  Design an approval workflow for incident communications that prevents unvetted external messaging without slowing the response to a crawl

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident First-Responder Quickstart Card Prompt

  Generate a one-page quickstart card that walks a freshly paged first responder through the first ten minutes of an incident

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident Glossary and Terminology Standardization Prompt

  Build a shared incident-response glossary so severity labels, roles, and status terms mean the same thing across every team

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Follow-the-Sun On-Call Overlap Coverage Design Prompt

  Design follow-the-sun on-call coverage with deliberate overlap windows so incidents never fall into a handoff gap across time zones

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Intermediate

  RCA Document Quality Scoring Rubric Prompt

  Score a finished root-cause analysis document against a quality rubric and return specific gaps to fix before sign-off

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Severity Misclassification Audit Prompt

  Audit closed incidents to find where severity was over- or under-assigned and tighten the classification process

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Vendor SLA Accountability Review Prompt

  Review a vendor-caused or vendor-involved incident to determine SLA breach, remedies owed, and corrective commitments to demand

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident War-Room Situation Board Design Prompt

  Design a single-screen situation board that gives a war room shared awareness of an active incident at a glance

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Keystone LDAP Identity Backend Debug Prompt

  Diagnose why Keystone authentication against an external LDAP/Active Directory identity backend fails, returns wrong group memberships, or is slow, while keeping service accounts in the SQL backend.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Kolla-Ansible TLS Certificate Deployment Review Prompt

  Review and plan TLS enablement in a Kolla-Ansible deployment — external/internal API TLS, backend TLS, and certificate rotation — without breaking endpoint URLs or internal service traffic.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes API Server Audit Policy Design Prompt

  Design a kube-apiserver audit policy that captures security-relevant events at the right level (Metadata vs Request vs RequestResponse) without flooding the audit backend or leaking secrets.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Client QPS and Burst Throttling Tuning Prompt

  Diagnose and fix client-side rate limiting in controllers, operators, and kubectl — the 'client-side throttling, waiting' / 'Waited for Ns due to client-side throttling' slowdowns — by tuning QPS/Burst against apiserver capacity.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Controller Leader Election Debug Prompt

  Debug operators and controllers that flap leadership, run as split-brain, or stall after a leader loses its lease — covering lease durations, clock skew, and apiserver throttling.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Image GC and Disk Pressure Tuning Prompt

  Tune kubelet image garbage collection and eviction thresholds to stop DiskPressure node taints, image-pull churn, and evictions caused by a full image/container filesystem.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Multi-Arch Image Scheduling Prompt

  Fix pods that crash with 'exec format error' or fail to pull on mixed amd64/arm64 clusters — covering multi-arch manifest lists, node affinity on kubernetes.io/arch, and Graviton/ARM migration.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes OOMKilled Memory Limit Diagnosis Prompt

  Diagnose why containers are OOMKilled — distinguish container limit kills from node-level memory pressure, working-set growth, and JVM/heap-vs-RSS gaps, then right-size limits.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Spot Node Interruption Handling Prompt

  Design graceful handling of spot/preemptible node interruptions — termination handlers, PodDisruptionBudgets, topology spread, and checkpointing — so spot savings don't cause request-dropping or job loss.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  systemd-logind Session and Lingering Review Prompt

  Review systemd-logind sessions, seats, and user lingering to fix leftover sessions, runaway user services, and processes that survive (or die on) logout on multi-user Linux hosts.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Long-Running Workflow Versioning and Safe Migration Design Prompt

  Design a versioning and migration strategy for long-running orchestration workflows (Temporal, Step Functions, Cadence, Airflow) so deploying new workflow code does not break in-flight executions started under the old definition — using version gates, drain windows, or parallel definitions.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Self-Documenting Makefile Task Runner Prompt

  Build a self-documenting Makefile that wraps a project's Bash and Python automation as discoverable targets, with a help target, .PHONY hygiene, dependency ordering, and safe variable handling.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Neutron OVN Southbound DB Bloat & Compaction Debug Prompt

  Diagnose a bloated or slow OVN Southbound/Northbound database in a Neutron OVN deployment — runaway size, slow ovsdb-server, chassis churn — and compact it safely without disrupting the dataplane.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Nova Database Archive & Purge Runbook Prompt

  Safely shrink a bloated Nova database by archiving deleted rows to shadow tables and purging them, without breaking cells-v2 mappings or losing audit data.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova vGPU Mediated Device Flavor Design Prompt

  Design Nova compute configuration and flavors for vGPU workloads using mediated (mdev) devices, mapping mdev types to Placement resource providers without stranding GPU capacity.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  npm Lockfile Supply-Chain Audit Prompt

  Review a package-lock.json or pnpm-lock.yaml for supply-chain risk: unpinned versions, suspicious registries, install scripts, and dependency confusion exposure

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  On-Call Compensation and Pay Policy Review Prompt

  Review an on-call compensation policy for fairness, legal exposure, and alignment with actual paging load before rolling it out

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Exporter TLS & Auth Hardening Prompt

  Secure exporter and scrape endpoints with TLS and authentication using Prometheus web-config and exporter web.config.file so metrics endpoints exposing internal labels and topology are no longer open on the network.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus External Labels & Multi-Cluster Collision Prompt

  Design a coherent external_labels and identity scheme across many Prometheus instances so federation, remote-write, and global query layers never collide series, double-count, or lose the cluster/region dimension.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Histogram Bucket Boundary Design Prompt

  Choose histogram bucket boundaries that match your SLO thresholds and latency distribution so quantile estimates are accurate where it matters, without exploding series cardinality from too many buckets.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Meta-Monitoring & Self-SLO Design Prompt

  Build the monitoring-of-the-monitoring layer: alerts and SLOs that tell you when Prometheus itself is unhealthy — scrapes lagging, rules failing, WAL growing, or the whole instance dead — so your blind spots do not become silent outages.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Query API Read-Path Protection Prompt

  Protect the Prometheus query API from runaway, expensive, or hostile queries using sample/time limits, query logging, timeouts, and a fronting proxy so one bad dashboard or ad-hoc query cannot OOM or stall the whole instance.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Recording Rule Layered Aggregation Prompt

  Design a tiered hierarchy of recording rules — raw to job-level to service-level — that precompute hot aggregations once and reuse them, cutting dashboard and alert query cost without creating stale or circular rule dependencies.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Scrape Timeout & Slow Target Diagnosis Prompt

  Diagnose targets that exceed scrape_timeout or return partial data — distinguishing a slow exporter from a slow network from too-large a payload — and fix it without simply raising the timeout until scrapes overlap.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus TSDB Snapshot Backup & Restore Prompt

  Design a reliable backup and restore procedure for the Prometheus TSDB using the admin snapshot API, object-storage offload, and a tested recovery runbook so you can rebuild a server without silent data loss.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  PromQL Clamp & Bounds Sanitization Review Prompt

  Sanitize PromQL expressions that can produce misleading negatives, NaN, Inf, or out-of-range values using clamp, clamp_min/max, and division-guard patterns so dashboards and alerts never display or fire on mathematically impossible numbers.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python asyncio Semaphore Bounded-Concurrency Review Prompt

  Review an asyncio script that fans out work to find unbounded concurrency, then redesign it with a semaphore-bounded task pool, proper cancellation, backpressure, and clean shutdown so it can't overwhelm downstreams.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Click CliRunner Test Suite Prompt

  Design a pytest suite that exercises a Click-based CLI end to end using CliRunner, covering exit codes, stdout/stderr separation, prompts, isolated filesystems, and env-var precedence without touching real systems.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Environment Markers & Platform-Conditional Deps Prompt

  Author correct PEP 508 environment markers and platform-conditional dependency specifiers so an automation package installs the right wheels per OS, Python version, and architecture without forcing unneeded packages everywhere.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python pip-audit Dependency Vulnerability Scan Prompt

  Stand up an automated pip-audit vulnerability scan for a Python automation repo, triage findings against actual usage, propose minimal-risk version bumps, and wire it into CI with a sane fail policy.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Watchdog Debounced File-Event Handler Prompt

  Design a Python file-watching service with the watchdog library that debounces rapid event bursts, deduplicates editor save-churn, runs a safe action per stable change, and survives the watched directory being recreated.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Mirrored-to-Quorum Queue Migration Design Prompt

  Plan a migration of OpenStack's RabbitMQ from deprecated classic mirrored queues to quorum queues, keeping oslo.messaging RPC and notifications healthy throughout.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  resolv.conf DNS Resolver Order Audit Prompt

  Untangle who actually owns /etc/resolv.conf on a host (NetworkManager, systemd-resolved, static, or DHCP) and fix wrong nameserver order, search domains, and stub-resolver confusion.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  S3 Bucket Policy Condition Hardening Review Prompt

  Review S3 bucket and access-point policies for over-broad principals, missing TLS/encryption conditions, and confused-deputy exposure

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  ShellCheck-Driven Bash Hardening Pass Prompt

  Run a legacy Bash script through a ShellCheck-informed hardening review that resolves every warning by category, applies strict-mode and quoting fixes, and produces a safe, production-ready rewrite.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Admin API Bulk Channel Management Prompt

  Build a safe, audited pipeline using the Slack admin.* APIs to bulk-manage channels across an Enterprise Grid org

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Block Kit Rich Text Input Composer Prompt

  Capture and round-trip formatted user input using the rich_text_input block and rich_text element trees

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Datastore App State Persistence Prompt

  Model and operate Slack-hosted datastores for next-gen platform app state without standing up external databases

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack App Distributed Tracing Instrumentation Prompt

  Instrument a Slack Bolt app with OpenTelemetry traces, metrics, and logs to debug latency across events, actions, and API calls

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack External Select Dynamic Options Menus Prompt

  Implement external data source select menus in Block Kit that load type-ahead options from your backend at interaction time

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Link Unfurling for App-Owned Domains Prompt

  Design and implement custom link unfurls so internal tool URLs render as rich Block Kit attachments in Slack

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Bot Message Retention and Deletion Compliance Prompt

  Design a retention and tombstone-deletion pipeline for bot-posted messages to meet data-lifecycle and compliance requirements

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Multiparty DM Coordination Bot Prompt

  Build a bot that opens and manages multiparty direct messages (mpim) to coordinate small responder or approver groups off-channel

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Link Triggers as Workflow Entrypoints Prompt

  Design shareable link triggers that launch next-gen Slack platform workflows from buttons, bookmarks, and messages

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  smartctl Disk Health Pre-Failure Triage Prompt

  Interpret SMART attributes and self-test logs from smartctl to decide whether a drive is in pre-failure, needs proactive replacement, or is a false alarm before data loss.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  sosreport Diagnostic Bundle Review Prompt

  Systematically read a RHEL/Rocky sosreport bundle to find the root cause of a performance, boot, or service incident without manually grepping hundreds of collected files.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  SSH known_hosts Host-Key Pinning Audit Prompt

  Audit SSH client host-key trust: stale known_hosts entries, disabled StrictHostKeyChecking, weak key algorithms, and missing host-key pinning across a fleet

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Swift Large Object SLO/DLO Strategy Design Prompt

  Design a Swift large-object strategy choosing between Static Large Objects (SLO) and Dynamic Large Objects (DLO), segment sizing, and manifest handling for multi-gigabyte uploads.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams Adaptive Card Host Config and Cross-Theme Rendering Prompt

  Author and validate an Adaptive Card host config so cards render correctly across Teams light, dark, and high-contrast themes and across desktop, web, and mobile

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot CLU Intent Dispatch and Command Routing Prompt

  Design a natural-language command router for a Teams bot that uses Conversational Language Understanding to classify intents and dispatch to ChatOps handlers with a deterministic fallback

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams App Sideloading and Test Tool Automation Prompt

  Automate uploading, updating, and removing a custom Teams app package in a dev tenant for CI smoke tests, with a local Test Tool path for fast iteration

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot SSO On-Behalf-Of Downstream Graph Token Exchange Prompt

  Implement the On-Behalf-Of flow that exchanges a Teams SSO token for a downstream Microsoft Graph access token inside a bot, including consent fallback

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Graph Application Access Policy for App-Only Chat Posting Prompt

  Configure a Teams resource-specific application access policy so an app-only Graph identity can post messages to specific chats and channels without a signed-in user

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Graph Delta Query Incremental Membership Sync Prompt

  Build a Microsoft Graph delta query loop to incrementally sync Teams channel membership or chat messages into an external system with durable deltaLink state

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Action Message Extension Preview-and-Edit Flow Prompt

  Implement an action-based message extension that returns a card preview for the user to review and edit before the bot posts it to the conversation

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Power Automate Child Flow and Solution ALM for Teams Ops Prompt

  Refactor a monolithic Teams Power Automate flow into reusable child flows packaged in a managed solution with environment variables and connection references for ALM

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Toolkit teamsapp.yaml Lifecycle Scaffolding Prompt

  Design a Teams Toolkit teamsapp.yaml that drives provision, deploy, and publish lifecycle stages for a Teams app across dev and prod environments

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Conftest Plan-JSON Gating Prompt

  Wire conftest (OPA/Rego) into CI to evaluate the `terraform show -json` plan output, so policy violations fail the pipeline on the actual planned changes rather than on static config — with clear pass/warn/deny tiers and readable failure messages.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Cross-State Resource Migration Prompt

  Plan and execute moving resources between two separate Terraform state files — splitting a monolith state or consolidating stacks — using `terraform state mv -state-out` (or `removed`+`import`) safely, with locking, backups, and a verified zero-diff outcome.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Deprecation Warnings Triage Prompt

  Systematically triage and resolve deprecation warnings from `terraform plan`/`init` — deprecated provider arguments, attributes, and interpolation patterns — turning a noisy warning stream into a prioritized, low-risk remediation plan before the next major upgrade breaks the build.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Mock Data Test Fixtures Prompt

  Build reusable mock fixtures for the native test framework's `mock_provider`/`override_data` so module tests run fast and offline — exercising logic, validation, and outputs without hitting real cloud APIs or creating billable resources.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Multi-Region Fan-Out Design Prompt

  Design a maintainable pattern for deploying the same stack across many regions using provider aliases and module fan-out — avoiding the dead-end where provider configurations cannot be created from `for_each` and copy-pasted per-region blocks proliferate.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Policy Bundle Rollout Strategy Prompt

  Plan the staged, versioned rollout of a policy-as-code bundle (Sentinel/OPA/conftest) across many Terraform workspaces and teams — moving rules from advisory to soft-mandatory to hard-mandatory without blocking delivery or causing mass plan failures.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Terraform Provider Checksum Verification Prompt

  Review the Terraform dependency lock file and provider sourcing for missing checksums, unpinned versions, untrusted mirrors, and supply-chain tampering risk

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Provider-Defined Functions Authoring Prompt

  Design, implement, and document provider-defined functions (Terraform 1.8+) in a Go provider so configs can call typed, side-effect-free helpers instead of brittle string-munging in HCL.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Removed Block Deletion Planning Prompt

  Use the declarative `removed` block (Terraform 1.7+) to drop resources or modules from configuration without destroying the underlying infrastructure — or to plan an intentional, reviewable destroy — instead of risky `state rm` surgery.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Stack Component Decomposition Prompt

  Decompose a sprawling Terraform stack into well-bounded components along state, blast-radius, and change-frequency seams — deciding what belongs in one state file versus separate stacks wired by remote-state outputs, without creating dependency tangles.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Terratest Go Infrastructure Test Suite Prompt

  Design a Terratest suite in Go that provisions real infrastructure, asserts on outputs and live behavior, and tears everything down cleanly even when assertions fail.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Transactional Outbox Reliable Event Publishing Design Prompt

  Design a transactional outbox so a service reliably publishes events to a broker only when its database commit succeeds — eliminating dual-write inconsistency where a record saves but the triggering event is lost, or an event fires for a transaction that rolled back.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Beginner

  Unattended-Upgrades Patch Coverage Audit Prompt

  Audit Debian/Ubuntu unattended-upgrades and dnf-automatic configuration to confirm security patches actually apply and reboots happen safely

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Webhook Dedupe and Replay-Protection Receiver Design Prompt

  Design a hardened inbound webhook receiver that verifies signatures, rejects replayed or stale deliveries, and deduplicates at-least-once redeliveries so automated downstream actions fire exactly once per real event.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  AIDE File Integrity Monitoring Setup Prompt

  Design an AIDE file-integrity baseline and check schedule that watches the right paths, suppresses expected churn, and stores the database offline so a compromised host cannot rewrite its own baseline.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible async & poll Long-Running Task Review Prompt

  Review Ansible async/poll usage for long-running tasks so jobs survive SSH timeouts, get polled or fire-and-forget correctly, and clean up async job files.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Callback Plugin & Output Logging Review Prompt

  Design and review Ansible callback plugins and logging configuration for readable output, audit trails, and CI/JSON integration without leaking secrets.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible changed_when & failed_when Tuning Prompt

  Review and tune changed_when/failed_when on command, shell, and module tasks so Ansible reports accurate change and failure status and stays idempotent.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Connection Plugin Selection Review Prompt

  Review Ansible connection plugin choices (ssh, winrm, psrp, docker, local, network_cli) and their settings for correct, secure, and performant transport per host group.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible serial Rolling Update Strategy Prompt

  Design and review Ansible serial/batch rolling updates with health gating and max_fail_percentage so deployments roll safely across a fleet without taking everything down.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Tags & Selective Execution Review Prompt

  Review and rationalize Ansible tag strategy so --tags/--skip-tags runs hit exactly the intended tasks without skipping setup or dependencies.

  • Claude
  • ChatGPT
  Open prompt
• Automation Beginner

  Automation Backlog ROI Prioritization Prompt

  Turn a list of manual toil tasks into a prioritized automation backlog — scoring each candidate by time saved, frequency, error/risk reduction, and build cost, so the team automates the highest-leverage work first instead of whatever is loudest.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Automation Blast-Radius Scoping Prompt

  Bound the impact of any automated action before it runs — defining target-selection scoping, percentage/count caps, environment fences, and pre-flight blast-radius estimation so a buggy automation can damage at most a small, recoverable slice of the fleet.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Automation Credential Scoping and Least-Privilege Prompt

  Lock down the credentials automated workflows use — scoping each automation's identity to least privilege, eliminating shared god-tokens, designing short-lived/just-in-time credentials, and bounding what a compromised automation could do.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Automation Observability and Metrics Design Prompt

  Design the observability layer for operational automation — what each automated workflow emits (logs, metrics, traces, events), the dashboards and SLOs that tell you whether automation is helping or silently failing, and the alerts that fire when automation misbehaves.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Word-Splitting and Quoting Hardening Prompt

  Audit and rewrite a Bash script to eliminate unquoted-expansion bugs, unsafe word splitting, and glob injection while preserving intended behavior

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Bash Exit-Code and Pipefail Propagation Audit Prompt

  Audit a Bash script for swallowed failures, missing pipefail, and broken exit-code propagation through pipes, subshells, and command substitution

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash getopts Long-Options Parser Prompt

  Build a robust Bash option parser that supports both short flags and GNU-style long options with validation and a generated usage block

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Bash Sourceable Function Library Pattern Prompt

  Refactor scattered Bash helpers into a safe, namespaced, sourceable library that can be reused across scripts without polluting the caller's environment

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Bash rsync Mirror with Safe-Deletion Guard Prompt

  Build a Bash rsync mirroring script with dry-run defaults, delete-protection guards, and confirmation before any destructive --delete operation

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Canary Automation Rollout Strategy Prompt

  Roll out a new or changed automation safely — running it first in observe-only/dry-run mode, then on a canary slice with health gates, before fleet-wide enablement, so a flawed automation is caught while its impact is still tiny and reversible.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Cinder Orphaned Attachment Cleanup Prompt

  Find and safely clean up orphaned or duplicate Cinder volume attachments left behind by failed deletes, evacuations, or migrations, where attachment records no longer map to live instances.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  CloudFormation Nested Stacks Refactor Prompt

  Refactor a large monolithic CloudFormation template into well-bounded nested stacks with clean parameters, exports, and update safety.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Core Dump & Exploit-Mitigation Hardening Review Prompt

  Audit a Linux host's memory-safety and exploit-mitigation posture — ASLR, core-dump leakage, ptrace scope, executable-stack and RELRO/PIE coverage — to reduce post-compromise impact and stop secrets leaking via crash dumps.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Dead-Man's-Switch and Automation Timeout Design Prompt

  Add liveness and timeout safety to automated workflows — designing dead-man's switches, watchdog timers, stuck-run detection, and heartbeat alerts so an automation that hangs, stalls mid-action, or stops running entirely raises an alarm instead of failing silently.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Dependency-Aware Remediation Ordering Prompt

  Sequence multi-step and multi-service automated remediation correctly — building a dependency graph of services and actions, ordering remediation to respect startup/shutdown dependencies, and avoiding fixes that trip cascading failures or remediate a symptom while the root cause still breaks downstream.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Orphan Package Cleanup Audit Prompt

  Audit a server for orphaned, unused, and held-back packages across apt or dnf, then produce a safe removal plan that reclaims space and reduces attack surface without breaking dependencies.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  etckeeper Config Drift Tracking Prompt

  Set up etckeeper to version-control /etc with git, capture every package-manager and manual change, and produce readable drift reports so you can answer who changed what configuration and when.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI Artifact Dependency & Needs Cleanup Prompt

  Untangle implicit artifact passing across stages and convert it to explicit needs:/dependencies: so jobs download only the artifacts they actually use.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI Dynamic Environment Naming & Tier Prompt

  Design environment: name, url, and tier fields that generate per-branch dynamic environments correctly so the environments dashboard and deployment history stay clean.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI Job Log Trace & Debug Section Prompt

  Read a confusing GitLab job trace, decode collapsible sections and exit timing, and add structured debug output to pinpoint where a script actually failed.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI Parallel Matrix Explosion Control Prompt

  Tame a parallel:matrix that generates too many job permutations, consuming runners and compute minutes, by pruning and targeting only the combinations that matter.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI Only/Except to Rules Migration Prompt

  Convert legacy only/except job filters into the modern rules: syntax without changing when jobs run, while catching subtle behavioral differences.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI YAML Deprecation Audit Prompt

  Scan a .gitlab-ci.yml for deprecated keywords and patterns before a GitLab upgrade so pipelines do not break when removed features are dropped.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI Pre/Post Stage & Global Hooks Prompt

  Design reliable setup and teardown logic using the .pre and .post stages plus default before_script/after_script hooks without coupling jobs or hiding failures.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Runner Disk Space Cleanup Job Prompt

  Diagnose 'no space left on device' runner failures and design a safe cleanup job for Docker layers, build caches, and stale clones on self-hosted runners.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Runner Registration Token Rotation Prompt

  Plan and execute rotation from deprecated registration tokens to the new runner authentication token workflow with zero pipeline downtime.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Glance Image Stuck in saving or killed Status Recovery Prompt

  Recover Glance images wedged in saving, importing, queued, or killed status after a failed upload or import, reconciling DB status with backend store data.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Dashboard JSON Model Drift Review Prompt

  Diff a Grafana dashboard JSON model against its provisioned/source-of-truth version to surface UI-edit drift, hardcoded datasource UIDs, broken variables, and schema-version risks.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Stuck Pending Release State Recovery Prompt

  Recover a Helm release stuck in pending-install, pending-upgrade, or pending-rollback after a failed or interrupted operation — without corrupting release history or losing live workloads.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Beginner

  IaC Naming & Tagging Convention Audit Prompt

  Audit infrastructure-as-code for consistent resource naming and tagging so cost allocation, ownership, environment, and governance tags are complete and standardized.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Beginner

  IaC Pre-Commit Hooks & Guardrails Prompt

  Design a pre-commit guardrail suite for IaC repos that lints, formats, scans for secrets and misconfigurations, and blocks bad infrastructure code before it lands.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Idempotent Remediation Guardrail Design Prompt

  Make self-healing and remediation actions safe to retry — designing idempotency keys, convergence checks, and re-entrancy guards so an automation that runs twice (or is retried after a timeout) does not double-apply changes, thrash resources, or cause cascading harm.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Customer Incident Comms Tone and Empathy Review Prompt

  Review a customer-facing incident update for tone, empathy, accuracy, and over-promising before it is published

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Decision Log Rationale Capture Prompt

  Turn a noisy incident channel into a structured decision log that records what was decided, by whom, and why

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Live Incident Evidence Preservation Checklist Prompt

  Generate a checklist for capturing volatile diagnostic evidence during a live incident before it is lost to restarts or rotation

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Open-Loops and Follow-Up Tracker Prompt

  Track unresolved questions, deferred tasks, and loose ends during a long-running incident so nothing is dropped at handoff or closure

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Merge and Deduplication Triage Prompt

  Decide whether several open incidents or alerts share a root cause and should be merged into one major incident

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident Pre-Mortem Failure Mode Brainstorm Prompt

  Run a structured pre-mortem before a risky launch or migration to surface failure modes and pre-stage mitigations

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident War-Game Injects and Curveball Designer Prompt

  Design mid-exercise injects and curveballs that test how a team adapts when an incident scenario evolves under pressure

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Kernel Module Signing & Blacklist Hardening Review Prompt

  Audit a Linux host's kernel-module trust posture — module signature enforcement, lockdown mode, blacklisted/unused drivers, and writable module paths — to block rootkit loading and shrink kernel attack surface.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Keystone Token Validation Latency Debug Prompt

  Diagnose slow API calls cloud-wide caused by Keystone token validation latency, covering Fernet overhead, catalog size, caching misses, and auth_token middleware behavior.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes CPU Throttling & CFS Quota Diagnosis Prompt

  Diagnose latency spikes and tail-latency regressions caused by Linux CFS quota throttling even when average CPU utilization looks low, and right-size CPU requests/limits without over-provisioning.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Downward API Pod Metadata Exposure Prompt

  Design how a pod exposes its own metadata (name, namespace, node, labels, resource limits) to the app via the Downward API — choosing env vars vs volume files and avoiding the common immutability and update pitfalls.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Ephemeral Storage Limit Sizing Prompt

  Size ephemeral-storage requests and limits so pods are not evicted for local disk pressure and noisy workloads cannot fill the node — accounting for logs, emptyDir, image layers, and writable container layers.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Garbage Collection & Owner Reference Orphan Debug Prompt

  Debug why dependent objects (Pods, ReplicaSets, PVCs) are orphaned or wrongly deleted by Kubernetes garbage collection — fixing ownerReferences, propagation policy, and cross-namespace ownership mistakes.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Kubelet Certificate Rotation & CSR Debug Prompt

  Debug kubelet client/serving certificate rotation failures and stuck CertificateSigningRequests that leave nodes NotReady or unable to authenticate — restoring rotation without manually minting risky long-lived certs.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Seccomp & AppArmor Profile Hardening Prompt

  Harden workloads with seccomp and AppArmor profiles that block dangerous syscalls and filesystem access without breaking the app — moving from Unconfined to RuntimeDefault and custom profiles safely.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Server-Side Apply Field Manager Conflict Prompt

  Resolve Server-Side Apply field ownership conflicts where controllers, GitOps tools, and kubectl fight over the same fields — understanding field managers, shared ownership, and when to force-apply safely.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Service Traffic Policy Routing Design Prompt

  Design Service internalTrafficPolicy and externalTrafficPolicy settings to keep traffic node-local for latency or preserve client source IP — without silently blackholing traffic when no local endpoint exists.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  LD_PRELOAD & Library-Injection Persistence Audit Prompt

  Audit a Linux host for library-injection persistence and hijack risk — LD_PRELOAD, /etc/ld.so.preload, ldconfig path poisoning, and writable RPATH/RUNPATH directories used by privileged binaries.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  CPU Microcode & Speculative-Execution Mitigation Review Prompt

  Review a server's CPU vulnerability status and microcode level, decide which speculative-execution mitigations to keep, tune, or disable, and quantify the security-versus-performance tradeoff for the specific workload and threat model.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  Linux Swap Sizing & Capacity Planning Prompt

  Decide how much swap a server needs and whether to use a swap file, partition, or zswap, based on RAM, workload, and hibernation needs, without inviting thrash or surprise OOM kills.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Beginner

  login.defs, umask & Account-Defaults Hardening Review Prompt

  Audit Linux account-creation defaults — login.defs, default umask, password aging, UID/GID ranges, and shell/skeleton settings — so every new and existing account inherits a safe, least-privilege baseline.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  lsof Deleted-File Handle Leak Investigation Prompt

  Diagnose a disk that shows free space in du but full in df by hunting down processes holding open handles to deleted files, then reclaim the space safely without killing critical services.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Manual Runbook to Parameterized Automation Prompt

  Convert a prose manual runbook into a parameterized, automatable workflow spec — extracting inputs, decision branches, idempotent steps, and verification checks, while keeping irreversible or judgment-heavy steps as explicit human gates.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Needrestart Post-Patch Restart Audit Prompt

  After a package update, interpret needrestart output to decide exactly which services to restart and whether a reboot is required, minimizing downtime while closing the gap where processes still run old, vulnerable libraries.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Neutron OVN northd Sync Lag Debug Prompt

  Diagnose why logical resources in the OVN Northbound DB are not propagating to the Southbound DB or chassis, causing ports that never go ACTIVE or traffic that never programs.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova Block Device Mapping and Volume Attach Stuck Recovery Prompt

  Recover instances stuck attaching or detaching a Cinder volume, where Nova's block_device_mapping, the Cinder attachment, and the hypervisor's view of the disk have diverged.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova Resize Stuck in VERIFY_RESIZE Recovery Prompt

  Recover instances stuck in VERIFY_RESIZE, RESIZE_MIGRATING, or RESIZE_PREP after a failed or abandoned resize/cold-migration, restoring clean ACTIVE or original state.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  NTP & Time-Sync Security Hardening Review Prompt

  Audit a host or fleet's time-synchronization setup (chronyd, systemd-timesyncd, ntpd) for spoofable sources, missing authentication, and drift that breaks TLS, MFA, and log correlation.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  OpenStack AMQP TLS Certificate Rotation Runbook Prompt

  Plan and execute rotation of RabbitMQ AMQP TLS certificates across all OpenStack services without dropping RPC connectivity or stranding controllers, computes, and agents.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Package Repository & GPG Signing Trust Review Prompt

  Audit apt/yum/dnf repository configuration and GPG/key trust to catch unsigned repos, insecure HTTP mirrors, stale or overly broad signing keys, and gaps that allow malicious package injection.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Placement Allocation-Ratio and Inventory Mismatch Debug Prompt

  Resolve cases where Placement inventory, allocation ratios, or reserved values disagree with nova.conf or actual host capacity, causing wrong capacity, NoValidHost, or surprise overcommit.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Beginner

  Postmortem Blameful Language Detector Prompt

  Scan a postmortem draft for blameful or judgmental language and rewrite it into blameless, systems-focused phrasing

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  Prometheus Config Reload Validation with promtool Prompt

  Validate Prometheus and rule config changes with promtool check before a hot reload, and design a safe reload pipeline that fails closed on bad config.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Out-of-Order Sample Ingestion Tuning Prompt

  Configure and tune out-of-order sample ingestion (tsdb.out_of_order_time_window) to accept delayed/backfilled samples without breaking compaction or exploding memory.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Rule Unit Testing with promtool Prompt

  Generate promtool unit test files (test_rules.yml) that assert alert firing, recording-rule output, and label propagation for Prometheus rule groups in CI.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Target-Down & Scrape Failure Triage Prompt

  Systematically triage why a Prometheus target shows up==0 or scrape errors — distinguishing network, TLS, auth, relabel-drop, and sample-limit causes from the target's scrape metadata.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus TSDB Block & Compaction Tuning Prompt

  Tune TSDB block durations, head compaction, and retention so a high-cardinality Prometheus stays within memory and disk budgets without compaction stalls.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus WAL & TSDB Corruption Recovery Prompt

  Diagnose and safely recover a Prometheus instance that fails to start or crash-loops due to WAL replay errors, corrupt blocks, or a full data directory.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  PromQL absent_over_time Gap Detection Prompt

  Design absent()/absent_over_time() expressions that detect missing metrics, scrape gaps, and label-scoped absence without false-firing during restarts or expected idle periods.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Counter-Reset Resilience Review Prompt

  Audit rate()/increase() queries for counter-reset handling, extrapolation artifacts, range-window vs scrape-interval mismatches, and double-counting across HA replicas.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Layered Config Precedence Resolver Prompt

  Build a Python config resolver that merges defaults, config file, environment variables, and CLI flags into a typed dataclass with deterministic precedence

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python pytest Fixtures for CLI Integration Tests Prompt

  Design pytest fixtures and integration tests that exercise a Python automation CLI end to end with isolated temp filesystems, fake env, and captured output

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Subprocess Streaming Output with Timeout Prompt

  Write a Python helper that runs a long subprocess, streams stdout/stderr live to logs while capturing them, and enforces a hard timeout with clean termination

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python venv pip-tools Pinned Bootstrap Prompt

  Generate a reproducible virtualenv bootstrap that compiles fully pinned, hash-verified dependencies from a high-level requirements.in using pip-tools

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  RabbitMQ oslo.messaging RPC Timeout Debug Prompt

  Triage MessagingTimeout and lost-reply errors between OpenStack services, distinguishing slow workers, broken reply queues, broker overload, and oslo.messaging misconfiguration.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Runbook Prerequisite and Access Audit Prompt

  Audit a runbook for hidden prerequisites, missing permissions, and access dependencies that would block a responder mid-incident

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  SetUID/SetGID Binary Audit Prompt

  Inventory every setuid and setgid binary on a host, classify each as expected, removable, or suspicious, and propose a least-privilege remediation plan that uses capabilities instead of full root.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Alert Fatigue Tuning Audit Prompt

  Audit a noisy Slack alert channel, identify which alerts are ignored, duplicated, or non-actionable, and produce a concrete tuning plan that cuts volume without dropping anything that actually matters.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Block Kit Overflow & Context Menu UX Prompt

  Design clean per-message action menus using Block Kit overflow menus and accessory buttons, so a busy alert or incident message exposes the right actions without cluttering the channel or hiding critical ones.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Bot Blue-Green Deployment Cutover Prompt

  Design a blue-green deployment for a Slack app so you can ship a new bot version with zero dropped events, no duplicate handling, and a fast rollback if interactivity breaks.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Bot Permission Scopes Least-Privilege Audit Prompt

  Audit a Slack app's requested OAuth scopes against what its code actually calls, strip over-broad permissions, and produce a least-privilege manifest your security team will approve.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Channel Archival Lifecycle Bot Prompt

  Build a bot that detects stale or one-off channels (incident channels, temporary project rooms), warns owners, and archives them on a safe schedule to keep the workspace navigable without losing history.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Incident Severity Classifier Bot Prompt

  Build a Slack bot that reads an incident's opening signal (alert payload, reporter message, affected service) and proposes a severity level with a transparent rationale, so on-call doesn't under- or over-page.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Multi-Team Broadcast Fan-Out Prompt

  Design a controlled fan-out that broadcasts one operational message (maintenance, security advisory, status change) to many team channels at once, with per-channel targeting, delivery tracking, and no rate-limit blowups.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack postMessage Idempotency & Safe Retry Prompt

  Make chat.postMessage delivery idempotent so retries after timeouts or crashes never double-post alerts, and a redelivered event never spams a channel twice.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Webhook Payload Schema Validation Prompt

  Add strict schema validation to a Slack-bound webhook receiver so malformed or unexpected inbound payloads are rejected cleanly instead of crashing the handler or posting garbage into channels.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  SSH Agent-Forwarding & Jump-Host Risk Review Prompt

  Audit SSH client and server config for risky agent forwarding, unrestricted ProxyJump chains, and key-exposure paths on shared bastions, then replace them with safer ProxyJump/certificate patterns.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Remote Syslog Forwarding Integrity Review Prompt

  Audit rsyslog/journald remote log forwarding for plaintext transport, spoofable sources, gaps that let an attacker tamper with or drop logs, and ensure tamper-evident delivery to a central SIEM.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Adaptive Card Accessibility and Screen Reader Audit Prompt

  Audit and remediate Adaptive Cards so incident and approval notifications are usable with screen readers and keyboard navigation

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Adaptive Card Localization and RTL Formatting Prompt

  Localize Adaptive Cards across languages including right-to-left layout, date/number formatting, and string externalization

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Bot Card Pagination for Large Result Sets Prompt

  Design paginated Adaptive Card responses so a ChatOps bot can return large query results without flooding the channel

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams Bot Typing Indicator for Long-Running Operations Prompt

  Keep a ChatOps bot responsive with typing indicators and progress updates while a slow backend operation runs

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Microsoft Graph Rate-Limit Budget Planning Prompt

  Design a request budget and backoff strategy so Teams Graph automation stays under per-app and per-tenant throttling limits

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Graph Lifecycle Notifications and Missed-Event Recovery Prompt

  Handle Microsoft Graph subscription lifecycle notifications so Teams change-feed automation never silently misses events

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams Meeting Recap to Assigned Action Items Prompt

  Turn an incident-bridge or standup meeting recap into owned, deadlined action items posted back to the channel

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Power Automate Error Handling and Retry Scope Design Prompt

  Add structured error handling, run-after branches, and idempotent retries to a Teams alerting or approval flow

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Inbound Webhook Payload Signature Verification Prompt

  Validate and authenticate inbound payloads hitting a Teams Workflow or bot endpoint so only trusted senders can post alerts

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Conditional Resource Pattern Review Prompt

  Review and fix conditional resource creation (count toggles, ternaries, optional features) for safety and idempotency.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Cross-Account Resource Migration Prompt

  Plan moving Terraform-managed resources between cloud accounts or subscriptions without destroy/recreate or data loss.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Dependency Cycle Resolution Prompt

  Diagnose and break Terraform 'Cycle' errors in the resource dependency graph without destroying working resources.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform ignore_changes Lifecycle Audit Prompt

  Audit and right-size lifecycle ignore_changes rules that are silently hiding real drift in Terraform plans.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Module Version Pinning Audit Prompt

  Audit module source version constraints across a Terraform estate to eliminate unpinned, drifting, and risky references.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Nested Module Flattening Prompt

  Refactor deeply nested Terraform module hierarchies into a flatter, maintainable composition without recreating resources.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform OIDC CI Authentication Design Prompt

  Replace long-lived cloud credentials in Terraform CI pipelines with short-lived OIDC-federated identity.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform State Bloat Reduction Prompt

  Diagnose and reduce oversized Terraform state causing slow plans, lock contention, and wide blast radius.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform State Pull/Push Manual Edit Safety Prompt

  Plan a safe manual state edit via pull/push when CLI state commands cannot fix a corrupted or mis-tracked entry.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  tuned Performance Profile Review Prompt

  Review the active tuned profile on a Linux server, confirm it matches the workload, and design a safe custom profile that layers only the sysctl, CPU governor, and I/O scheduler tweaks the workload actually needs.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Beginner

  World-Writable Paths & Mount-Option Hardening Review Prompt

  Audit a Linux host for world-writable files, sticky-bit gaps, and missing nosuid/nodev/noexec mount options on /tmp, /var/tmp, /dev/shm and removable media to shrink local privilege-escalation and code-execution surface.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Account Aging & Password Policy Hardening Prompt

  Audit and tune local account aging, password complexity, and login defaults (chage, login.defs, pwquality, faillock) to meet a hardening baseline without locking out service accounts.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Alert-Storm Correlation and Triage Prompt

  Cut through a flood of simultaneous alerts during an incident to find the originating signal, group symptoms from causes, and tell on-call which single alert actually matters.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  Alertmanager Routing Tree Dry-Run Testing Prompt

  Validate an Alertmanager routing tree before deploy by simulating sample alerts through amtool config routes test, catching misrouted pages and unreachable receivers.

  • Claude
  • Copilot
  Open prompt
• Prometheus & Monitoring Intermediate

  Alertmanager Silence Automation via amtool & API Prompt

  Automate creating, expiring, and auditing Alertmanager silences around deploys and maintenance windows using amtool and the v2 API, with matchers that don't over-silence.

  • Claude
  • Cursor
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Blocks, Rescue & Always Error Handling Prompt

  Design resilient Ansible plays that group tasks into blocks with rescue and always sections so partial failures roll back cleanly instead of leaving hosts half-configured.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Delegation & run_once Orchestration Prompt

  Coordinate cluster-aware rollouts in Ansible using delegate_to, run_once, and serial so leader-only actions, load-balancer drains, and rolling restarts happen in the right order on the right host.

  • Claude
  • Copilot
  Open prompt
• Automation Advanced

  Approval-Gated Destructive Automation Policy Engine Prompt

  Design a policy engine (OPA/Rego or equivalent) that intercepts automated actions at runtime and enforces approval, blast-radius, and time-window rules before destructive operations run.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Argo CD ApplicationSet Generator Design Prompt

  Design an ApplicationSet that templates many Argo CD Applications from a single source using list, cluster, git, and matrix generators, so per-cluster and per-environment apps stay DRY.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Auto-Remediation Safety Scoring and Dry-Run Prompt

  Build a safety-scoring framework that classifies each auto-remediation action by blast radius and reversibility, and routes risky actions through dry-run or human approval.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Auto-Scaling Cost vs Latency Tuning Prompt

  Tune auto-scaling parameters to balance cost against latency and reliability, choosing the right metrics, thresholds, and cooldowns to avoid flapping and over-provisioning.

  • Claude
  • Gemini
  Open prompt
• Bash & Python Automation Intermediate

  Bash Batch File Conversion Pipeline Prompt

  Create a Bash pipeline that converts a directory of files (images, audio, or docs) in bulk with parallelism, skipping already-converted outputs idempotently.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Config File Diff and Safe Merge Prompt

  Create a Bash script that compares a shipped default config against a live one, shows the drift, and merges new keys without overwriting local edits.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Disk Space Cleanup Advisor Prompt

  Write a Bash script that finds the biggest space consumers, recommends safe deletions, and only removes files after explicit confirmation with a dry-run default.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash System Info Collector Snapshot Prompt

  Generate a portable Bash script that gathers OS, hardware, network, and package facts into a single timestamped report for support tickets and audits.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Cilium L7 Network Segmentation Policy Prompt

  Design Cilium L3/L4/L7 network policies to enforce least-privilege east-west traffic, including HTTP-method and DNS-aware rules and default-deny baselines.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Cinder Volume QoS & Front-End Throttling Design Prompt

  Helps you design Cinder QoS specs and volume-type bindings to cap IOPS/throughput per volume and prevent a single tenant from saturating shared Ceph or LVM backends.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  cloud-init Cross-Distro User-Data Design Prompt

  Author portable cloud-init user-data that bootstraps instances consistently across Ubuntu, Debian, Rocky, and Amazon Linux despite differing package managers, users, and module support.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Crossplane EnvironmentConfig & Patch-and-Transform Prompt

  Use Crossplane EnvironmentConfigs and patch-and-transform pipelines to inject shared environment data (VPC IDs, region, defaults) into composed resources without hardcoding values per claim.

  • Claude
  • Cursor
  Open prompt
• Infrastructure as Code Advanced

  Crossplane ProviderConfig Multi-Tenancy Prompt

  Design Crossplane ProviderConfig and credential-injection patterns so multiple teams or accounts share one control plane without leaking cloud credentials across tenant boundaries.

  • Claude
  • Gemini
  Open prompt
• Prometheus & Monitoring Intermediate

  Dashboard Query to Recording Rule Offload Prompt

  Identify slow, repeatedly-evaluated dashboard queries and convert them into precomputed recording rules to cut load times and TSDB read pressure.

  • Claude
  • Copilot
  Open prompt
• DevOps Security & Hardening Beginner

  Dependency Pinning & Lockfile Integrity Prompt

  Harden the software supply chain by enforcing pinned, hash-verified dependencies and lockfile integrity across language ecosystems to block tampering and unexpected upgrades.

  • Claude
  • Copilot
  Open prompt
• DevOps Security & Hardening Intermediate

  Distroless & Minimal Base Image Migration Prompt

  Plan a migration of container images to distroless or minimal bases to shrink attack surface, remove shells and package managers, and cut CVE noise without breaking runtime.

  • Claude
  • Copilot
  Open prompt
• Linux Admins Intermediate

  DNF / yum Package & Module Stream Management Prompt

  Resolve dependency conflicts, manage module streams and version locks, and roll back transactions safely on RHEL/Fedora-family hosts.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Error-Budget Policy Enforcement Review Prompt

  Design and pressure-test an error-budget policy that actually changes behavior—defining what happens when the budget is exhausted, who decides, and how feature work yields to reliability work.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Escalation Policy Gap and Single-Point-of-Failure Analysis Prompt

  Audit your existing escalation policies and on-call schedules to find coverage gaps, dead-ends, and single points of failure where a page could go unanswered during a real incident.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Event Bus Fan-Out Architecture Design Prompt

  Design an event-driven fan-out architecture (EventBridge, Kafka, NATS, or SNS/SQS) that routes a single event to multiple automated consumers with replay, ordering, and dead-letter handling.

  • Claude
  • Gemini
  Open prompt
• Prometheus & Monitoring Advanced

  Exporter Cardinality Budget & Label Allowlisting Prompt

  Audit a custom or third-party exporter's emitted metrics, set a per-exporter cardinality budget, and apply label allowlisting via metric_relabel_configs to keep series under control.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  firewalld Zone & Rich Rule Design Prompt

  Design firewalld zones, services, and rich rules with correct interface/source binding so runtime and permanent configs match and the host stays reachable.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  /etc/fstab Mount Options Tuning & Review Prompt

  Review and tune fstab entries (options, ordering, fsck pass, nofail/x-systemd) so mounts are reliable, performant, and never block boot.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Game-Day Hypothesis and Abort-Criteria Design Prompt

  Structure a chaos game-day around a falsifiable steady-state hypothesis with explicit blast-radius limits and abort conditions, so you learn from controlled failure without causing a real outage.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Container Scanning Allowlist & Severity Gate Prompt

  Tune the Container Scanning template so the pipeline fails on real high/critical CVEs while suppressing accepted or unfixable findings through a maintained allowlist.

  • Claude
  • Gemini
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Distributed Runner Cache on S3 Backend Prompt

  Configure a shared S3-backed distributed cache so autoscaling runners reuse build dependencies across hosts instead of rebuilding cold every job.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Duplicate Branch + MR Pipeline Prevention Prompt

  Stop the double-pipeline problem where both a branch pipeline and a merge request pipeline run for the same commit, wasting compute minutes.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Merge Train Throughput & Failure Recovery Prompt

  Tune an existing merge train so it merges MRs faster, recovers cleanly from a failing train member, and stops thrashing during peak hours.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Monorepo Path-Detected Dynamic Child Pipelines Prompt

  Generate a dynamic child pipeline that only builds and tests the monorepo services whose files actually changed, instead of running the entire repo on every push.

  • Claude
  • Cursor
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Pipeline Critical Path Analysis Prompt

  Map a slow pipeline's job dependency graph to find the true critical path, then restructure stages and needs so wall-clock time drops without dropping coverage.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Progressive Delivery with Canary Analysis Prompt

  Wire a GitLab deploy stage into automated canary analysis (e.g. Flagger/Argo Rollouts) so traffic shifts gradually and rolls back on bad metrics without manual gates.

  • Claude
  • Gemini
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Review App Orphan Cleanup & Cost Control Prompt

  Stop review-app environments from leaking namespaces, DNS records, and cloud cost after MRs are merged or abandoned by hardening stop jobs and TTLs.

  • Claude
  • Copilot
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD Variable Precedence & Scope Audit Prompt

  Audit where a CI/CD variable's value actually comes from when project, group, instance, and YAML-defined variables collide and produce surprising overrides.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Glance Web-Download & URI Import Hardening Prompt

  Helps you safely enable and lock down Glance's web-download / URI image import method so users can pull images from URLs without exposing internal networks to SSRF.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  AWS GuardDuty Threat-Detection Tuning Prompt

  Tune AWS GuardDuty findings to reduce noise, enable the right data sources, and route high-severity threats to actionable response without alert fatigue.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Helm lookup Function & Existing-Resource Templating Prompt

  Use Helm's lookup function to read live cluster objects at render time (existing secrets, generated passwords, CA certs) so upgrades preserve state instead of regenerating it.

  • Claude
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Named Template & _helpers.tpl Refactor Prompt

  Refactor a sprawling Helm chart into reusable named templates in _helpers.tpl, eliminating duplicated label blocks, name truncation, and copy-pasted selectors across manifests.

  • Claude
  • Cursor
  Open prompt
• Incident Response Advanced

  Incident Commander Training Simulator Prompt

  Run a branching, text-based incident simulation that puts a trainee incident commander through a realistic SEV with injects, forcing real decisions on delegation, comms, and escalation while you grade them.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Incident Runbook to Automation Conversion Prompt

  Analyze an existing manual incident runbook and produce a phased plan to convert its steps into automation, separating what is safe to automate now from what should stay human-driven.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Just-in-Time Privileged Access Design Prompt

  Design a just-in-time, time-bound privileged access model that replaces standing admin rights with approval-gated, fully audited elevation for humans and pipelines.

  • Claude
  • Cursor
  Open prompt
• OpenStack Advanced

  Keystone Hierarchical Project & Nested Quota Design Prompt

  Helps you design a Keystone project hierarchy with nested quotas so business units self-manage sub-projects without exceeding a parent allocation.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Test Kitchen for Ansible Role Verification Prompt

  Stand up a kitchen-ansible test harness that converges a role across multiple platforms and verifies the result with InSpec, catching regressions before they reach inventory.

  • Claude
  • Cursor
  Open prompt
• OpenStack Intermediate

  Kolla-Ansible Config Override & Reconfigure Runbook Prompt

  Helps you apply custom service config via Kolla-Ansible's /etc/kolla/config overrides and run a targeted reconfigure without redeploying the whole control plane.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Headless & ExternalName Service Design Prompt

  Design the right Service type for stateful peer discovery, external database aliasing, and direct-pod addressing, choosing between headless (clusterIP: None) and ExternalName Services.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes HPA Custom & External Metrics with Prometheus Adapter Prompt

  Configure an HPA to scale on application metrics (queue depth, requests-per-second) instead of CPU, by exposing Prometheus metrics through the Prometheus Adapter's custom and external metrics APIs.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Beginner

  Kubernetes Node Cordon, Drain & Maintenance Runbook Prompt

  Produce a safe, repeatable runbook for taking a node out of service for patching or hardware work, respecting PodDisruptionBudgets, local storage, and DaemonSets.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Beginner

  Kubernetes Private Registry & imagePullSecrets Debug Prompt

  Diagnose pods failing to pull from a private registry, covering dockerconfigjson secrets, ServiceAccount-attached pull secrets, and registry auth across namespaces.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes QoS Class & Guaranteed Workload Design Prompt

  Design pod requests and limits to land workloads in the right QoS class (Guaranteed, Burstable, BestEffort) so the most critical pods survive node memory pressure and eviction.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes RBAC Least-Privilege Role Scaffolding Prompt

  Build a minimal Role/ClusterRole from an application's actual API access needs, starting from observed audit/verb usage instead of copying an over-broad cluster-admin binding.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Kubernetes Secret Encryption-at-Rest with KMS Prompt

  Design encryption at rest for Kubernetes Secrets in etcd using a KMS provider, with envelope encryption, key rotation, and verification that existing secrets get re-encrypted.

  • Claude
  • Gemini
  Open prompt
• Prometheus & Monitoring Intermediate

  MetricsQL WITH Templates & Query Optimization Prompt

  Refactor verbose, repetitive PromQL into clean, reusable MetricsQL using WITH templates and VictoriaMetrics-specific functions to cut query latency and duplication.

  • Claude
  • Cursor
  Open prompt
• Automation Beginner

  n8n Low-Code Ops Integration Workflow Prompt

  Design an n8n low-code workflow that stitches together monitoring, ticketing, and chat tools to automate a repetitive ops task without writing a custom service.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  NetworkManager Connection Profile Management Prompt

  Design, debug, and harden NetworkManager keyfile profiles for static IPs, bonds, VLANs, and routing so nmcli changes survive reboots without breaking connectivity.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Neutron Floating IP Port Forwarding (DNAT) Design Prompt

  Helps you design and troubleshoot Neutron floating IP port forwarding so multiple instances share a single public IP across distinct ports under OVN or L3-agent.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova Allocation Ratio & Overcommit Tuning Prompt

  Helps you safely set per-host and per-aggregate CPU/RAM/disk allocation ratios in Nova so you maximize density without triggering OOM kills or noisy-neighbor problems.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Nova noVNC & Console Proxy Troubleshooting Prompt

  Helps you diagnose broken instance consoles where noVNC/SPICE sessions fail to connect, time out, or show a black screen across the proxy chain.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Octavia Amphora Failover & Stuck Provisioning Recovery Prompt

  Helps you recover Octavia load balancers stuck in PENDING_UPDATE/ERROR or with dead amphorae, driving a controlled failover without dropping VIP traffic.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  On-Call Runbook Authoring Standard Prompt

  Define a house style and quality bar for writing operational runbooks so every page links to a clear, copy-pasteable, low-ambiguity procedure an exhausted on-call can follow at 3 a.m.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  OpenTofu Early Variable Evaluation in Backends Prompt

  Use OpenTofu's early variable evaluation to parameterize backend and module-source configuration that stock Terraform forces you to hardcode.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  PCI-DSS Cardholder Data Environment Scoping Prompt

  Define and minimize PCI-DSS scope by mapping cardholder data flows, identifying connected systems, and recommending segmentation to shrink the CDE and audit burden.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Placement Resource Provider Inventory Reshape Debug Prompt

  Helps you diagnose and repair Placement reshape failures where allocations get stranded between root and nested resource providers (NUMA, PCI, VGPU) after a Nova upgrade.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Remote Write Queue & Backpressure Tuning Prompt

  Diagnose remote_write lag, dropped samples, and WAL growth, then tune queue_config shards and batching to stabilize delivery to a long-term backend.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  PromQL Apdex Score & Latency Satisfaction Prompt

  Build an Apdex-style satisfaction score from Prometheus histogram buckets to express latency SLOs in a single user-centric number for dashboards and alerts.

  • Claude
  • Gemini
  Open prompt
• Infrastructure as Code Advanced

  Pulumi CrossGuard Policy Pack Authoring Prompt

  Build a Pulumi CrossGuard policy pack that enforces guardrails at preview and update time, blocking non-compliant resources with clear remediation messages across every stack.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Unit Testing with Resource Mocks Prompt

  Write fast, offline unit tests for Pulumi programs using the runtime mocks API so you can assert resource properties and policy without ever hitting a cloud provider.

  • Claude
  • Copilot
  Open prompt
• Bash & Python Automation Intermediate

  Python Directory Tree Snapshot and Compare Prompt

  Build a Python tool that records a hashed manifest of a directory tree and later reports added, removed, and modified files for change auditing.

  • Claude
  • Copilot
  Open prompt
• Bash & Python Automation Advanced

  Python Incremental Snapshot Backup Prompt

  Build a Python backup tool that creates incremental, hardlink-based snapshots of a directory, prunes by retention policy, and verifies integrity.

  • Claude
  • Cursor
  Open prompt
• Bash & Python Automation Advanced

  Python Paginated REST API Extractor Prompt

  Build a Python script that walks a paginated REST API, handles rate limits and retries, and writes normalized records to JSONL incrementally and resumably.

  • Claude
  • Copilot
  Open prompt
• Bash & Python Automation Intermediate

  Python Process Watchdog and Auto-Restart Prompt

  Build a Python watchdog that monitors a long-running process or endpoint and restarts it with backoff when it hangs, crashes, or fails a health probe.

  • Claude
  • Cursor
  Open prompt
• Bash & Python Automation Beginner

  Python SMTP HTML Report Mailer Prompt

  Generate a Python module that renders a summary report and emails it via SMTP with attachments, retries, and a dry-run mode for scheduled jobs.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Rundeck Job-as-Code Operations Library Prompt

  Convert ad-hoc operational scripts into a version-controlled Rundeck job library with input validation, node filtering, and role-based execution controls.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Scheduled Job Audit and Consolidation Prompt

  Audit a sprawl of cron jobs, scheduled Lambdas, and CI schedules to find overlap, drift, silent failures, and consolidation opportunities into a managed scheduler.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Sentinel Policy-as-Code Authoring Prompt

  Write and test HashiCorp Sentinel policies that gate infrastructure runs by enforcement level, using imports and mocks to validate plans before they ever apply.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  SEV Downgrade and Incident Closure Criteria Prompt

  Build objective, signal-based criteria for when an active incident can be downgraded in severity and formally closed, so incidents end on evidence rather than optimism or fatigue.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Block Kit Accessibility Review Prompt

  Audit and redesign Block Kit messages and modals for accessibility — screen-reader order, color-independent severity, alt text, and keyboard-navigable interactions.

  • Claude
  • Gemini
  Open prompt
• Slack Intermediate

  Slack Block Kit Paginated List with Load-More Prompt

  Design Block Kit messages that render long result sets (deploys, hosts, incidents) with Previous/Next or Load-More buttons, stable cursors, and per-user view state.

  • Claude
  • Cursor
  Open prompt
• Slack Advanced

  Slack Bolt Global Error Handling Strategy Prompt

  Design a layered error-handling strategy for a Slack Bolt app — global error listener, per-listener try/catch, user-facing failure UX, retries, and structured logging.

  • Claude
  • Copilot
  Open prompt
• Slack Advanced

  Slack Bot Token Storage & Installation Store Prompt

  Design a secure installation store for a multi-workspace Slack app — encrypted token persistence, OAuth install/uninstall lifecycle, and token-rotation handling in Bolt.

  • Claude
  • Cursor
  Open prompt
• Slack Advanced

  Slack One-Click Deployment Rollback Prompt

  Design a Slack message that posts on every deploy and offers a one-click Rollback button with confirmation, guardrails, and live status streamed back to the channel.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Grafana Alerting Webhook Routing Prompt

  Build a Grafana unified-alerting contact point that posts clean, severity-aware Slack messages with deep-linked panels, folder-based channel routing, and resolved-state updates.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack IAM Access-Request Approval Workflow Prompt

  Design a Slack approval flow for just-in-time IAM/access grants — a request modal, owner approval buttons, time-boxed grant execution, and an immutable audit trail.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack On-Call Roster Sync to Channel Topic Prompt

  Sync the current on-call engineer from PagerDuty/Opsgenie into a Slack channel topic, a pinned roster message, and an @oncall user group, updating automatically on rotation handoff.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Runbook Slash Command Catalog Prompt

  Design a /runbook slash command that lets on-call engineers search a runbook catalog, preview steps inline, and launch parameterized remediation from Slack.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  SSH Certificate Authority (CA) Setup & Rotation Prompt

  Stand up an SSH CA to replace sprawling authorized_keys with short-lived, principal-scoped certificates for both host and user authentication.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  sudoers Policy Authoring & Validation Prompt

  Write least-privilege sudoers rules with command aliases, NOPASSWD scoping, and Defaults that pass visudo and resist privilege-escalation tricks.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Advanced

  Swiss-Cheese Contributing-Factors Analysis Prompt

  Decompose an incident into the layered defenses that failed using the Swiss-cheese model, surfacing the latent and active contributing factors rather than a single root cause.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Synthetic Monitoring Multi-Step Journey Checks Prompt

  Design scripted multi-step synthetic checks (login, search, checkout) with Grafana Synthetic Monitoring or k6 browser, and wire the results into availability SLOs.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  systemd Unit Dependency & Boot Ordering Graph Prompt

  Untangle why a service starts too early, deadlocks at boot, or races a mount/network by reasoning over the After/Wants/Requires dependency graph.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Action Message Extension for Deploy Rollback Trigger Prompt

  Build an action-based message extension that lets engineers trigger a guarded deployment rollback from a Teams message, with a confirmation task module and pipeline call.

  • Claude
  • Cursor
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card FinOps Cost Digest Prompt

  Design a weekly Adaptive Card that summarizes cloud spend, top cost movers, and budget burn-down so engineering leads can act on FinOps signals inside a Teams channel.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Bot Install & Welcome Event Handler Prompt

  Implement the conversationUpdate / installationUpdate handling so a Bot Framework Teams bot greets users correctly on first install, channel add, and new member events without spamming.

  • Claude
  • Copilot
  Open prompt
• Microsoft Teams Advanced

  Teams ChatOps Authorization & RBAC Layer Prompt

  Design an authorization layer that decides who can run which ChatOps commands from Teams, mapping Entra groups and roles to command scopes with audit logging.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Microsoft Graph Paging & Throttling for Teams Data Export Prompt

  Write a resilient Microsoft Graph client that pages through large Teams datasets (messages, members, channels) while respecting 429 throttling, @odata.nextLink, and delta queries.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Graph Presence-Aware Alert Routing Prompt

  Use Microsoft Graph presence to route alerts to whoever is actually available, falling back through an escalation list instead of paging someone who is offline or in a meeting.

  • Claude
  • Gemini
  Open prompt
• Microsoft Teams Intermediate

  Teams Incoming Webhook to Workflows Connector Migration Prompt

  Plan and execute the migration of retiring Office 365 incoming webhooks to the Workflows (Power Automate) connector, updating senders to post Adaptive Cards reliably.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Meeting Bot On-Call Handoff Summary Prompt

  Build a meeting bot that captures the on-call handoff call, summarizes open incidents and watch-items, and posts a structured handoff card to the on-call channel.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Power Automate Access Request Approval Flow Prompt

  Build a Power Automate flow that collects access requests from a Teams form, routes them for manager and resource-owner approval, and provisions access on approval.

  • Claude
  • Copilot
  Open prompt
• Automation Advanced

  Temporal Saga and Compensation Workflow Design Prompt

  Design a Temporal workflow for a long-running, multi-service operation with reliable compensation (rollback) steps so partial failures never leave systems in an inconsistent state.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform for_each Key Stability Audit Prompt

  Diagnose why a for_each resource is destroying and recreating instances on every plan because its map keys are unstable or derived from computed values.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Module Passed Provider Configuration Prompt

  Correctly pass aliased provider configurations into a child module via configuration_aliases so multi-region or multi-account modules work without hidden provider inheritance.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Monolith to Modules Refactor Prompt

  Break a sprawling single root module into reusable child modules using moved blocks so addresses stay intact and no resource is destroyed.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Plan Cost Gate in CI Prompt

  Add an automated cost-delta gate to a Terraform pipeline that blocks or flags pull requests whose plan increases monthly spend beyond a threshold.

  • Claude
  • Copilot
  Open prompt
• Terraform Advanced

  Terraform Remote State Data Source Boundaries Prompt

  Design clean consumption of one stack's outputs by another using terraform_remote_state, deciding what to expose versus reading provider data sources directly.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Targeted Replace Workflow Prompt

  Decide when and how to force-recreate a single resource safely using terraform plan -replace instead of the deprecated taint command, with a back-out plan.

  • Claude
  • Cursor
  Open prompt
• Terraform Advanced

  Terraform Test Provider Mocking Prompt

  Write fast, offline terraform test suites that use mock_provider and overrides so module logic is validated without provisioning real cloud resources.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Variable Type Constraints Design Prompt

  Design precise complex type constraints for module inputs using object, map, and optional() so misuse fails fast at plan time with clear errors.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Trivy & Grype Scan Policy Gate Design Prompt

  Design a CI vulnerability-scanning gate using Trivy and Grype with severity thresholds, ignore policies, and exception governance so builds fail safely on known CVEs.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  udev Persistent Device Naming & Rules Prompt

  Author and debug udev rules so disks, NICs, and serial devices get stable, predictable names across reboots and hardware changes.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Vault Audit Device & Lease Governance Prompt

  Design HashiCorp Vault audit logging, lease and TTL governance, and token lifecycle controls so secret access is fully traceable and short-lived by default.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  VictoriaMetrics Cardinality Explorer & TSDB Triage Prompt

  Diagnose a VictoriaMetrics cluster suffering from high active time series and churn using the built-in Cardinality Explorer and TSDB status endpoints, then produce a prioritized remediation plan.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  War-Room Scribe and Live Timeline Capture Prompt

  Act as a dedicated incident scribe that turns the chaotic war-room chat into a clean, timestamped decision-and-action log in real time, freeing the IC to command instead of taking notes.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Alert-to-Action Automation Mapping Prompt

  Map noisy alerts to automated first-response actions — enrichment, safe auto-remediation candidates, and human-escalation criteria — so on-call gets fewer pages and faster triage.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Alertmanager PagerDuty Receiver Integration Prompt

  Wire Prometheus Alertmanager to PagerDuty with correct severity mapping, dedup keys, custom details, and auto-resolve so on-call pages are actionable and noise-free.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Network Automation Prompt

  Automate network device configuration with Ansible — vendor-neutral facts, config templating, intent-based source of truth, dry-run diffs, and safe rollback — across switches, routers, and firewalls without bricking the fabric.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Argo Workflows DAG Pipeline Design Prompt

  Design a production Argo Workflows DAG — templated steps, artifact passing, retries and exit handlers, resource limits, and pod cleanup — for batch and CI-style pipelines on Kubernetes.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Automated Capacity Management Prompt

  Build an automated capacity-management loop — forecasting demand, right-sizing requests/limits, and triggering pre-emptive scaling or procurement before saturation, with cost and safety guardrails.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Automated Compliance Check Pipeline Prompt

  Design an automated continuous-compliance pipeline — policy-as-code controls, evidence collection, and auto-remediation of low-risk violations — mapped to a framework like CIS, SOC 2, or PCI.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Automated Deployment Rollback Design Prompt

  Design safe automated rollback for deployments — health signals, bake windows, rollback triggers, and the database-migration problem — so a bad release reverts fast without making things worse.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Auto-Scaling Policy Automation Prompt

  Design data-driven auto-scaling policies for HPA, KEDA, or cloud ASGs — picking the right metrics, thresholds, stabilization windows, and guardrails to avoid flapping and runaway scale-up.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Associative Arrays Data Modeling Prompt

  Model configuration maps, lookup tables, and grouped state in Bash using associative and indexed arrays instead of brittle parallel variables or repeated grep calls.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash Heredoc and envsubst Config Templating Prompt

  Generate config files, manifests, and scripts from templates in Bash using heredocs and envsubst — with controlled variable expansion, quoting safety, and no accidental shell interpretation of the payload.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash Resilient curl Downloader Prompt

  Write a robust file downloader in Bash using curl with retries, resume, checksum verification, timeouts, and atomic placement — for installers, artifacts, and bootstrap scripts that must not corrupt the target.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Bash xtrace Debugging and Profiling Prompt

  Diagnose and profile a misbehaving Bash script using set -x, custom PS4 with timestamps and line numbers, BASH_XTRACEFD redirection, and targeted tracing — without drowning in noise or leaking secrets.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  CDK for Terraform (CDKTF) Program Design Prompt

  Architect a CDK for Terraform codebase in TypeScript or Python — stacks, constructs, provider/module bindings, state, and synth-to-Terraform CI — so you get real programming languages without losing Terraform's plan/apply guarantees.

  • Claude
  • ChatGPT
  Open prompt
• Automation Beginner

  ChatOps Approval Bot Design Prompt

  Design a Slack/Teams ChatOps bot that safely runs ops commands with inline approvals — identity, authorization, four-eyes for risky actions, audit, and abuse resistance.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Cinder Volume Replication & DR Failover Design Prompt

  Design Cinder cheesecake-style volume replication and host failover/failback so block storage survives a backend or site outage with a tested, ordered recovery runbook.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Cloud-Init & Instance Bootstrap Hardening Prompt

  Audit and harden cloud-init / user-data bootstrap scripts that provision new VM instances — eliminate plaintext secrets, unverified downloads, and over-permissive first-boot configuration.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Cron-to-Event-Driven Migration Prompt

  Plan the migration of brittle polling cron jobs to event-driven triggers — identifying which jobs to convert, choosing the event source, and handling ordering, idempotency, and missed-event recovery.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Data Exfiltration & DLP Controls Design Prompt

  Design layered controls that detect and prevent sensitive-data exfiltration — DLP policies, egress monitoring, and access guardrails — without crippling legitimate workflows.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Detection-as-Code Testing & Coverage Prompt

  Build a detection-as-code workflow that version-controls, unit-tests, and measures coverage for SIEM/EDR detection rules so blue-team logic ships with the same rigor as application code.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Beginner

  Devbox Reproducible Dev Environments Prompt

  Stand up reproducible, isolated developer environments with Devbox (Nix under the hood) — pinned toolchains, per-project shells, init scripts, and CI parity — without forcing the team to learn Nix.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Beginner

  Email Authentication SPF/DKIM/DMARC Hardening Prompt

  Audit and harden a domain's email authentication — SPF, DKIM, and DMARC — to stop spoofing and phishing that impersonate your organization, then drive DMARC to an enforcing policy safely.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  ftrace & kprobe Dynamic Kernel Tracing Prompt

  Drive a structured ftrace / kprobe investigation to trace kernel function latency, follow a syscall through the kernel, and answer 'why is this call slow inside the kernel' without recompiling or rebooting.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD allow_failure:exit_codes Soft-Gate Prompt

  Use allow_failure:exit_codes to turn specific job exit codes into non-blocking warnings while keeping real failures red — soft gates for advisory linters, optional checks, and known-flaky tooling.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD environment:auto_stop_in Ephemeral Cleanup Prompt

  Auto-expire and tear down ephemeral environments using environment:auto_stop_in and on_stop jobs, so review apps and dynamic stacks don't leak cost or orphaned resources.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Cross-Pipeline needs:pipeline Artifacts Prompt

  Consume artifacts and job results from a separate upstream pipeline using needs:pipeline:job and needs:project, so downstream and multi-project pipelines build on real outputs instead of rebuilding.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD inherit: Keyword Variable & Default Control Prompt

  Use the inherit: keyword to precisely control which global variables and default: settings a job receives, eliminating leaked env vars and surprise image/before_script inheritance.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Job Timeout Budget Tuning Prompt

  Set per-job and per-runner timeout budgets so hung jobs fail fast instead of burning the project timeout, and slow jobs are caught before they block merge trains or deploys.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD Local Pipeline Testing with gitlab-ci-local Prompt

  Run and debug your .gitlab-ci.yml entirely on your laptop with gitlab-ci-local — fast feedback on jobs, rules, variables, and artifacts before pushing and burning compute minutes.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD when:manual Confirmation Deploy Gate Prompt

  Build deliberate manual deploy gates with when:manual, manual_confirmation prompts, allow_failure, and protected environments so production deploys require an explicit, attributable human click.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD rules:exists Glob Job Gating Prompt

  Gate jobs on the presence of files using rules:exists globs — run linters, build steps, and deploys only when the relevant files actually exist in the repo or MR.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Self-Hosted Runner Spot Instance Cost Prompt

  Run GitLab CI jobs on AWS/GCP spot instances with autoscaling runners to cut compute cost, while handling preemption, caching, and job interruption so reliability stays intact.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Glance Tenant Image Sharing & Quota Design Prompt

  Design Glance image visibility, member-based sharing, and per-project quotas so teams share golden images safely without exposing private images or blowing past store capacity.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Golden Image Pipeline Hardening Prompt

  Harden the build pipeline that produces golden VM images (AMIs/Packer templates) — provenance, hardening baselines, vulnerability gates, and signing — so every instance starts from a trusted, minimal base.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Goss and InSpec Image Compliance Testing Prompt

  Write automated server-spec tests with Goss (or InSpec) to validate golden images and provisioned hosts — packages, services, ports, files, users, and CIS controls — and wire them into the image build pipeline as a gate.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana k6 Load Test Metrics Dashboard Prompt

  Stream k6 load-test results into Prometheus and build a Grafana dashboard that correlates virtual-user load, latency percentiles, error rates, and system saturation during a test run.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Heat Software Deployment & Config Agent Debug Prompt

  Diagnose stuck Heat SoftwareDeployment resources — os-collect-config, os-refresh-config, and os-apply-config agents, signaling, and the in-instance config hooks that silently hang stack creation.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Chart Major-Version Values Migration Prompt

  Plan a breaking Helm chart major-version upgrade — diff the values schema, map renamed and removed keys, handle CRD upgrades, and stage the upgrade so the new template renders against your existing config safely.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Helm Chart Security Review Prompt

  Review a Helm chart and its values for insecure Kubernetes defaults — privileged containers, missing securityContext, hostPath mounts, and risky RBAC — before it ships to a shared cluster.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Diff & Upgrade Preview Prompt

  Build a safe Helm upgrade workflow that previews exactly what will change before applying — using helm-diff, three-way merge awareness, and CI gating on risky resource changes.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Honeypot & Deception Grid Design Prompt

  Design a defensive deception layer — honeypots, honeytokens, and decoy credentials — that generates high-fidelity intrusion signals without expanding real attack surface.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident Chat-Log Auto-Summarizer Prompt

  Turn a raw, messy incident Slack/Teams channel transcript into a structured, timestamped summary — decisions, owners, mitigations, and open questions — ready to paste into a postmortem draft.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Drill Scoring Rubric Prompt

  Build an objective scoring rubric to evaluate how a team performs during an incident drill or fire drill — detection, coordination, communication, and recovery — so you can track readiness improvement over time instead of relying on gut feel.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Infrastructure Drift Auto-Correction Prompt

  Design safe automated detection and correction of infrastructure drift — classifying drift, deciding what to auto-revert vs escalate, and avoiding the trap of reverting a legitimate emergency change.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Ironic Node Cleaning & Lifecycle Debug Prompt

  Diagnose Ironic bare-metal nodes stuck in cleaning, clean-wait, or maintenance — covering the state machine, clean steps, ramdisk logs, and conductor takeover so nodes return to available.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Istio Ambient Mesh Migration Prompt

  Plan a migration from sidecar-based Istio (or no mesh) to Istio ambient mode — ztunnel L4, waypoint proxies for L7, and a phased namespace-by-namespace cutover with zero downtime.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Jsonnet and Tanka Kubernetes Config Prompt

  Generate and structure Kubernetes manifests with Jsonnet and Grafana Tanka — libraries, abstractions, environments, and diff-gated apply — for teams that have outgrown YAML templating but want stronger composition than Helm or Kustomize.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Keystone Multi-Region & Domain-Scoped RBAC Design Prompt

  Design Keystone identity for multi-region OpenStack — domains, projects, scoped roles, and the new secure RBAC (reader/member/admin + system scope) so tenancy stays isolated and least-privilege.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kustomize ConfigMap & Secret Generators Prompt

  Master Kustomize generators for ConfigMaps and Secrets — content-hash suffixes that trigger safe rolling restarts, generator options, merge behavior, and avoiding the immutable-name and disableNameSuffixHash traps.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Kustomize Overlays and Components Prompt

  Design a maintainable Kustomize structure — base, environment overlays, reusable components, patches, and generators — that scales across clusters without YAML duplication or template sprawl.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Capabilities Audit & Hardening Prompt

  Audit POSIX file capabilities and per-process capability sets to find binaries and services that hold more privilege than they need, then drop them — replacing blunt setuid-root with least-privilege capabilities.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux CPU & Memory Hotplug Management Prompt

  Safely online, offline, and troubleshoot CPU and memory hotplug on physical and virtual hosts — VM right-sizing, isolating a flaky core, balloon/memory-block operations, and the sysfs interfaces that make it deterministic.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Entropy & RNG Starvation Tuning Prompt

  Diagnose and fix kernel random-number-generator stalls — boot-time blocking on getrandom(), slow TLS/SSH key generation, and VM/headless entropy starvation — using a correct understanding of the modern CRNG instead of cargo-culted haveged advice.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Mount Namespace & Bind-Mount Propagation Prompt

  Untangle mount namespaces and bind-mount propagation — why a mount is or isn't visible inside a container, shared vs private vs slave propagation, and rbind surprises — using a precise mental model instead of trial-and-error.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Live Incident Hypothesis Tracker Prompt

  Keep a live incident's debugging organized — track every hypothesis, the evidence for and against it, what's been ruled out, and the next highest-value experiment — so the team converges on the cause instead of chasing in circles.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Loki Multi-Tenancy & Retention Design Prompt

  Design Grafana Loki tenant isolation, per-tenant retention, and stream/label schema that controls cardinality and cost while keeping logs queryable alongside Prometheus metrics.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Long-Term Metrics Storage Backend Selection Prompt

  Choose between Thanos, Grafana Mimir, and VictoriaMetrics for long-term, scalable Prometheus storage based on your scale, team size, object-storage strategy, and multi-tenancy needs.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  n8n and Temporal Ops Workflow Design Prompt

  Translate a manual multi-step ops process into a durable, observable automation built on n8n or Temporal — with retries, idempotency, compensation, and human-in-the-loop steps.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  NetworkPolicy Default-Deny Baseline Design Prompt

  Author a zero-trust NetworkPolicy baseline for a cluster — default-deny ingress and egress per namespace, explicit allow rules for DNS and platform traffic, and a safe rollout that won't black-hole production.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Neutron DHCP Agent & Address Scope Debug Prompt

  Diagnose why instances fail to lease IPs, get wrong DNS, or cannot route between subnets — covering Neutron DHCP agents, dnsmasq, address scopes, and subnet pools.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  nftables Sets, Maps & Flowtable Design Prompt

  Design high-performance nftables rulesets using named sets, verdict maps, intervals, and flowtable offload — replacing thousands of linear rules with O(1) lookups and hardware/software fast-path forwarding.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova Server Group & Anti-Affinity Scheduling Design Prompt

  Design Nova server groups with affinity, anti-affinity, and soft policies so critical workloads spread across hosts, fault domains, and racks without breaking scheduling at scale.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  OAuth2 / OIDC Token Security Review Prompt

  Review an OAuth2 / OpenID Connect integration for token-handling weaknesses — flow choice, scope creep, token storage, validation, and refresh — that lead to account takeover or token theft.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Octavia UDP & SCTP Listener Health Design Prompt

  Design Octavia UDP and SCTP load balancers with correct health monitoring, session persistence, and amphora sizing for DNS, VoIP, gaming, and telco signaling workloads.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  On-Call Shadow and Mentorship Program Prompt

  Design a structured shadow-and-reverse-shadow program that ramps new engineers onto the on-call rotation safely — with milestones, sign-off criteria, and mentor responsibilities — so nobody carries the pager unprepared.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  OpenTelemetry Tail Sampling Policy Design Prompt

  Design an OpenTelemetry Collector tail-sampling policy that keeps every error and slow trace while cheaply down-sampling healthy traffic, and feeds clean span metrics into Prometheus.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  OpenTofu Migration from Terraform Prompt

  Plan and execute a safe migration from Terraform to OpenTofu — version pinning, state compatibility, provider/registry differences, CI swap, and rollback — without touching live infrastructure.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  OpenTofu State Encryption Prompt

  Enable OpenTofu's native client-side state and plan encryption — key providers (KMS/PBKDF2), key rollover, fallback for reading old state, and CI wiring — so sensitive values never sit in plaintext in your backend.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  OverlayFS Layered Filesystem Debugging Prompt

  Debug OverlayFS mounts behind containers and live images — whiteouts, copy-up surprises, ENOSPC on the upper layer, inode duplication, and metacopy/redirect quirks — instead of blaming the container runtime.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  PagerDuty Escalation Policy Config Generator Prompt

  Translate your team's on-call intent into concrete PagerDuty (or Opsgenie) configuration — services, escalation policies, schedules, urgency rules, and event-rule routing — as ready-to-apply config with the rationale spelled out.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Pod Scheduling Readiness Gates Prompt

  Use Kubernetes scheduling gates (schedulingGates) to hold pods unschedulable until external preconditions are met — quota provisioning, capacity reservations, or dependency readiness — then release them cleanly.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Intermediate

  Postmortem Review Meeting Facilitation Prompt

  Design and run an effective postmortem review meeting — agenda, timeboxes, facilitation scripts, and decision gates — so the room converges on systemic causes and committed actions instead of re-litigating the timeline.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Scrape & Evaluation Interval Tuning Prompt

  Choose scrape_interval and evaluation_interval values that balance alert latency, query resolution, storage cost, and scrape-target load without breaking rate() math.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Staleness & Stale Markers Prompt

  Understand and debug Prometheus staleness handling — stale markers, the 5-minute lookback, disappearing targets, and how staleness interacts with alert rules and absent().

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  PromQL offset & Time-Shifted Comparison Prompt

  Build week-over-week and day-over-day PromQL comparisons using offset and @ modifiers to surface regressions, seasonality, and anomalous deviations against a known-good baseline.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Pulumi ESC Environments and Secrets Prompt

  Centralize configuration and secrets with Pulumi ESC — composable environments, dynamic cloud credentials via OIDC, and consumption from Pulumi, Terraform, and plain shells — without scattering secrets across stacks.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Datetime and Timezone Handling Prompt

  Handle dates, times, timezones, and durations correctly in automation scripts — UTC-everywhere storage, aware datetimes, DST-safe scheduling, and reliable parsing/formatting of timestamps.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Python pathlib Filesystem Refactor Prompt

  Refactor brittle os.path and string-concatenated file handling into clean, cross-platform pathlib code — safe joins, globbing, existence checks, and atomic-friendly path operations.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Regex Extraction and Validation Toolkit Prompt

  Build correct, readable, and well-tested regular expressions in Python for parsing logs, validating input, and extracting structured fields — with named groups, verbose mode, and catastrophic-backtracking checks.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python shutil and Safe Archive Extraction Prompt

  Create and extract tar/zip archives in Python with shutil, tarfile, and zipfile — defending against path-traversal (zip slip), symlink escapes, and decompression bombs while preserving permissions where intended.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python ThreadPoolExecutor I/O Fan-Out Prompt

  Parallelize I/O-bound work — HTTP requests, file reads, shell-outs, DB queries — with concurrent.futures.ThreadPoolExecutor, with bounded concurrency, ordered results, error isolation, and clean cancellation.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  Recording Rule Naming Convention Prompt

  Adopt the standard level:metric:operations recording-rule naming convention so pre-aggregated series are self-documenting, discoverable, and safe to reuse across dashboards and alerts.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Recovery Smoke-Test Suite Generator Prompt

  Generate a fast, scriptable smoke-test suite that proves a service is genuinely healthy after a mitigation or restart — covering critical user journeys, data integrity, and downstream dependencies — before you declare an incident resolved.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Beginner

  Reloader Rolling Restart on Config Change Prompt

  Use Stakater Reloader to automatically roll workloads when their referenced ConfigMaps or Secrets change — annotation strategy, selective vs broad watching, and avoiding restart storms across a cluster.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Runbook Dry-Run Validation Prompt

  Stress-test a runbook before you trust it in a real incident — walk each step for ambiguity, missing preconditions, dangerous commands, and dead ends — so it actually works at 3am under pressure.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Sealed Secrets (Bitnami) Workflow Design Prompt

  Design a GitOps-safe secret workflow using Bitnami Sealed Secrets — controller install, key scope choices, sealing CLI flow, rotation, and disaster recovery for the sealing key.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  SLA Breach and Service-Credit Calculator Prompt

  Compute customer-facing SLA impact after an incident — downtime windows, affected tenants, breached commitments, and owed service credits — and draft a defensible, contract-aligned breakdown.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Backup & Restore Job Status Reporting Prompt

  Design Slack reporting for backup and restore jobs that confirms successful backups, alerts loudly on failures, and surfaces restore-test results to prove recoverability.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Bot Health Check & Heartbeat Self-Monitoring Prompt

  Design self-monitoring and heartbeat checks for a Slack bot so that the bot's own outages (token expiry, socket drops, queue backlog) are detected and surfaced externally.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Scheduled Job (Cron) Failure Notification & Retry Prompt

  Design Slack notifications for failed scheduled jobs and CronJobs that report failure context, missed runs, and offer guarded retry/skip actions.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Database Migration Coordination & Approval Prompt

  Design a Slack workflow that coordinates database schema migrations — pre-flight review, risk classification, approval gating, and live progress for long-running migrations.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack DORA Metrics Weekly Digest Prompt

  Design an automated weekly Slack digest of DORA metrics (deployment frequency, lead time, change-failure rate, MTTR) with trends, context, and team-scoped breakdowns.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Kubernetes Pod Crash & CrashLoopBackOff Triage Prompt

  Build a Slack bot that turns Kubernetes pod crash and CrashLoopBackOff events into actionable triage messages with logs, recent events, and one-click investigation buttons.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Log Error-Spike Anomaly Notifications Prompt

  Design Slack notifications that detect log error-rate spikes and new error signatures, then post grouped, sampled, and actionable anomaly alerts instead of raw log noise.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Feature Branch Preview Environment Notifications Prompt

  Design Slack notifications that announce per-PR preview/ephemeral environments — ready URLs, status, expiry, and teardown — directly in the PR's discussion thread.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Terraform Drift Detection Alert Routing Prompt

  Design a Slack workflow that detects Terraform state drift on a schedule and routes actionable, owner-targeted drift alerts with diff context and remediation buttons.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  SSSD LDAP / Active Directory Integration Debugging Prompt

  Systematically debug SSSD-backed LDAP or Active Directory authentication and identity lookups — failed logins, missing groups, cache staleness, and GPO/access-control surprises — instead of randomly bumping debug_level.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Swift Account Reaper & Replication Lag Debug Prompt

  Diagnose Swift consistency problems — lagging replication, stuck account-reaper deletions, and dispersion gaps — so deleted accounts actually free space and object durability stays intact.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  systemd-coredump + eu-unstrip Crash Analysis

  Capture and analyze userspace crashes with systemd-coredump and coredumpctl — find the faulting frame, match build-id debug symbols with eu-unstrip, and catch the recurring crasher.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card Templating Language Data Binding Prompt

  Separate Adaptive Card layout from data using the Adaptive Cards Templating Language — bind ${} expressions, repeat with $data, conditionally render with $when, and hydrate one template from many ops payloads.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams App Install Deep Link Onboarding Prompt

  Generate Teams app-install and entity deep links that route users straight into your app, a specific tab, or a pre-filled bot conversation — so onboarding and incident links land in the right place every time.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot Task Module Structured Incident Form Prompt

  Design a Teams bot Task Module (dialog) that pops a focused modal for structured incident intake — Adaptive Card or embedded web form, fetch/submit invoke flow, and validation before anything is created.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Declarative Agent Instructions & Conversation Starters Prompt

  Tune a Microsoft 365 Copilot declarative agent for ops — write tight instructions, scope it with conversation starters and capabilities, and ground it without it wandering outside its lane.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Graph Send Chat Message with Mentions Prompt

  Send a Teams channel or 1:1 chat message via Microsoft Graph that includes proper @-mentions, importance, and inline links — getting the mentions array and HTML body exactly right so notifications actually fire.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams JS SDK Tab Context, Theme & Navigation Prompt

  Wire a Teams tab to the Teams JavaScript SDK — initialize correctly, read user/channel context, react to light/dark/high-contrast theme changes, and drive in-app navigation and deep links.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Meeting App Lifecycle & Speaking Events Prompt

  Build a Teams meeting app that reacts to meeting lifecycle and participant events — start/end, join/leave, and active-speaker changes — to drive a live in-meeting incident panel.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams RSC Resource-Specific Consent for Channel Bots Prompt

  Configure Resource-Specific Consent (RSC) so a Teams app can read/act on channel or chat data app-only — scoping manifest authorization permissions, team-owner consent, and Graph calls without tenant-wide grants.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Workflows Scheduled SLA Breach Escalation Prompt

  Build a recurring Teams Workflows (Power Automate) flow that polls open incidents, detects SLA-breach risk, and escalates into the right channel with an Adaptive Card and tiered @-mentions.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform CI Concurrency and Run Queueing Prompt

  Prevent concurrent Terraform runs from colliding on the same state by designing locking, queueing, and serialization across CI pipelines.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Known After Apply Debugging Prompt

  Untangle plans where too many values show `(known after apply)`, causing unnecessary churn, cascading replacements, or unreviewable diffs.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Lock File Cross-Platform Hashes Prompt

  Diagnose and fix `.terraform.lock.hcl` failures caused by missing per-platform provider hashes when developers and CI run on different OS/architectures.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Module Deprecation Path Prompt

  Plan a non-breaking migration when a published Terraform module's interface or behavior must change, so existing consumers can upgrade gradually.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Optional Object Attributes Prompt

  Design backward-compatible module interfaces using `optional()` object attributes with defaults instead of a sprawl of flat variables.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Output Consumption Pipeline Prompt

  Safely consume `terraform output -json` in downstream scripts, pipelines, and other tools without leaking secrets or coupling to fragile parsing.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Saved Plan Artifact Security Prompt

  Harden the handling of saved `tfplan` files in CI so plan artifacts do not leak secrets or get applied with stale or tampered contents.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Plan JSON to PR Comment Prompt

  Turn raw `terraform show -json` plan output into a compact, scannable pull-request comment that a reviewer can approve or reject in under a minute.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Provider Plugin Cache Prompt

  Speed up `terraform init` in CI and local dev by configuring a shared provider plugin cache without breaking lock-file integrity.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Terraform State Security Review Prompt

  Review how Terraform/OpenTofu state is stored, encrypted, locked, and accessed — state files routinely contain plaintext secrets and full infrastructure topology, making them a high-value target.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Approval-Gated Automation Guardrails Prompt

  Design the guardrail layer around operational automation — defining which actions require approval, who can approve, how approvals are requested and recorded, and how break-glass works — so automation stays fast for safe actions and gated for dangerous ones.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Automated Dependency and Patch Update Workflow Prompt

  Design an automation workflow that detects, tests, and rolls out dependency and OS patch updates safely — auto-merging low-risk patches after green CI, batching and staging riskier ones, and never blind-applying to prod without verification.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Confidence-Gated Auto-Remediation Prompt

  Design an auto-remediation system that acts only when diagnostic confidence clears a tier-specific threshold — auto-fixing high-confidence low-risk issues, proposing fixes for medium confidence, and paging a human for everything else, with full dry-run and rollback.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  Event-Driven Automation with StackStorm and Rundeck Prompt

  Architect an event-driven automation system where webhooks, alerts, and platform events trigger sensors → rules → actions, with idempotency, deduplication, and safe-by-default execution in StackStorm, Rundeck, or a webhook router.

  • Claude
  • ChatGPT
  Open prompt
• Automation Intermediate

  GitOps Automation Pipeline Design Prompt

  Design a GitOps automation pipeline where Git is the source of truth and reconciliation (Argo CD / Flux) drives changes — with automated promotion across environments, drift correction, and progressive rollout, while keeping production changes reviewable and reversible.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Intelligent Runbook Selection Engine Prompt

  Design an AI-assisted layer that maps an incoming alert or incident to the right runbook (or flags that none exists), ranks candidates by signal match, and hands the on-call a confidence-scored shortlist instead of a wiki search.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Self-Healing Infrastructure Design Prompt

  Design a self-healing control loop that detects, diagnoses, and auto-recovers from common failure classes (stuck pods, leaked disk, dead workers) with bounded blast radius, circuit breakers, and a clear line between safe-to-automate and human-only actions.

  • Claude
  • ChatGPT
  Open prompt
• Automation Beginner

  Toil Identification and Reduction Analysis Prompt

  Audit a team's operational work to find and quantify toil, then produce a prioritized automation backlog ranked by hours-saved versus build-and-maintain cost — so engineers automate the work that actually matters.

  • Claude
  • ChatGPT
  Open prompt
• Automation Advanced

  Workflow Orchestration with Temporal and Argo Workflows Prompt

  Design durable, observable multi-step operational workflows — choosing between Temporal, Argo Workflows, and n8n — with retries, compensation, timeouts, and human-approval steps for long-running ops processes.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Alertmanager HA Cluster & Gossip Mesh Design Prompt

  Design and debug a highly available Alertmanager cluster — gossip mesh, notification deduplication across replicas, and split-brain avoidance — so alerts fire exactly once during failures.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Galaxy Collection Publishing & Versioning Prompt

  Package, version, and publish an Ansible collection to Galaxy or a private Automation Hub — with semantic versioning, changelogs, dependency pins, and a CI release pipeline that signs and verifies artifacts.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash .env File Loader and Validator Prompt

  Write a safe Bash loader that parses a .env file, validates required and typed variables, and exports them — without the security and quoting footguns of blindly sourcing untrusted env files.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Bash to POSIX sh Portability Audit Prompt

  Audit a Bash script for bashisms and rewrite it as portable POSIX sh so it runs identically under dash, busybox ash, and Alpine containers without a bash binary.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Terminal Color and Styling Library with tput Prompt

  Build a reusable Bash output library that uses tput for colors, bold, and status glyphs, auto-disables styling when output is not a TTY or NO_COLOR is set, and degrades gracefully on dumb terminals.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Bicep Module Registry & Private ACR Publishing Prompt

  Stand up a private Bicep module registry in Azure Container Registry — publishing versioned, OCI-packaged modules with aliases, restore, and a CI pipeline so teams consume pinned shared infrastructure modules.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  cert-manager Issuer & Certificate Troubleshooting Prompt

  Diagnose stuck cert-manager Certificates — pending challenges, failing ACME orders, DNS-01 propagation, and renewal loops — and produce a working Issuer config.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Checkov Custom Policy Authoring Prompt

  Write and test custom Checkov policies (YAML graph checks and Python checks) to enforce org-specific IaC guardrails across Terraform, CloudFormation, and Kubernetes — with suppressions, severities, and a CI gate that fails on real risk only.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Cinder Generic Volume Group & Consistency Snapshot Design Prompt

  Design Cinder generic volume groups and crash-consistent group snapshots so multi-volume applications (databases, clustered apps) can be snapshotted and restored as one atomic unit.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Cloud Landing Zone Guardrails Review Prompt

  Review or design preventive and detective guardrails for a multi-account cloud landing zone — SCPs/org policies, baseline config rules, region/service restrictions, and account vending defaults.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  CloudFormation Custom Resources & Lambda-Backed Resources Prompt

  Build robust Lambda-backed CloudFormation custom resources that fill provider gaps — with correct CREATE/UPDATE/DELETE semantics, physical IDs, and response signaling that never strands a stack in UPDATE_ROLLBACK_FAILED.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Content Security Policy Design & Review Prompt

  Author and tighten a Content-Security-Policy for a web app — kill XSS injection vectors, remove unsafe-inline/unsafe-eval, add nonces/hashes, and roll out via report-only without breaking the page.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Crossplane Composition Functions Prompt

  Author Crossplane composition functions (pipeline mode with KCL, Go templating, or Python) to generate composed resources dynamically — replacing brittle patch-and-transform with testable, conditional logic.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Database Security Hardening Review Prompt

  Audit and harden a production database (PostgreSQL/MySQL/MongoDB) — authentication, network exposure, encryption, least-privilege grants, and audit logging — without breaking applications.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  EndpointSlice & Service Discovery Debug Prompt

  Debug Services that route to no pods or stale pods — empty EndpointSlices, failing readiness gates, selector mismatches, and headless/StatefulSet DNS resolution.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Git Commit Signing & Verification Rollout Prompt

  Design a rollout for signed Git commits and tags — GPG vs SSH vs Sigstore gitsign keys, key custody, branch-protection verification, and CI enforcement — across a developer org.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD Artifact Expiry & Storage Governance Prompt

  Audit and tune GitLab job artifact retention — expire_in policies, keep-latest rules, artifact size limits, and storage cost controls — to stop runaway artifact storage growth.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Deploy Freeze Windows Prompt

  Configure GitLab deploy freeze periods so production deployments are automatically blocked during change-freeze windows, holidays, or on-call gaps — with clear overrides and visibility.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Helm Chart Deploy Prompt

  Build a GitLab CI/CD pipeline that lints, packages, and deploys Helm charts to Kubernetes with per-environment values, atomic upgrades, diff previews, and safe rollbacks.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Multi-Arch Container Image Build Prompt

  Design a GitLab CI/CD pipeline that builds, tags, and pushes multi-architecture (amd64 + arm64) container images with buildx, QEMU, registry-backed cache, and a single manifest list.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD Pipeline Failure Notifications & ChatOps Prompt

  Design high-signal pipeline failure notifications and ChatOps controls — routed alerts, failed-job summaries, ownership tagging, and chat-driven retries — without spamming the team.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD rules:if Expression Cookbook Prompt

  Master GitLab rules:if expressions and predefined CI variables — build a tested cookbook of conditions for MR, tag, branch, source, and schedule pipelines without overlapping or dead rules.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Secure Files & Code Signing Prompt

  Use GitLab Secure Files to store signing keys and certificates, then build a pipeline that signs artifacts (mobile, packages, containers) without ever committing credentials to the repo.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Variable Masking & Protected Hardening Prompt

  Audit and harden GitLab CI/CD variables — masking, protected/expanded flags, scoping, and leak prevention — so secrets never appear in job logs or untrusted branch pipelines.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Beginner

  Glance Interoperable Image Import Debug Prompt

  Troubleshoot Glance's interoperable image import (web-download, glance-direct, copy-image) when uploads stall in 'importing', plugins fail, or multi-store copies never complete.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Notification Policies & Contact Points Design Prompt

  Design Grafana Alerting notification policy trees and contact points — label-based routing, nested policies, mute timings, and grouping — so the right team gets paged through the right channel.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana SLO Burn-Rate Dashboard Design Prompt

  Design a Grafana SLO dashboard that visualizes error-budget remaining, multi-window burn rate, and time-to-exhaustion so stakeholders see reliability health at a glance.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Heat Autoscaling Group & Aodh Alarm Design Prompt

  Design a Heat OS::Heat::AutoScalingGroup with scale-up/down policies driven by Aodh/Ceilometer alarms, including cooldowns, signaling, and safe stack updates.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Helm Chart Hooks & Lifecycle Management Prompt

  Design correct, idempotent Helm hooks (pre/post install, upgrade, delete) for migrations, backups, and smoke tests — with weights, deletion policies, and failure handling that won't wedge a release.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Chart Hooks & Lifecycle Design Prompt

  Design Helm lifecycle hooks correctly — pre-install migrations, post-upgrade jobs, weights, deletion policies, and the wait-for-completion traps that hang or orphan releases.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helmfile Multi-Release Orchestration Prompt

  Design a declarative Helmfile that orchestrates dozens of Helm releases across environments — with layered values, secrets, dependency ordering, and reproducible diffs.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Acknowledgment SLA Compliance Audit Prompt

  Audit how reliably your on-call program meets page-acknowledgment and first-response SLAs, find where the clock is slipping, and design enforceable targets per severity.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Detection Source Effectiveness Review Prompt

  Analyze where your incidents were first detected — alert, dashboard, synthetic, or angry customer — to measure how proactive your detection really is and shift more incidents to catch-it-first signals.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Recovery Verification Checklist Prompt

  Build a rigorous all-clear checklist so an incident is declared resolved only after recovery is verified end-to-end — not just when the obvious symptom disappears.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident Stakeholder Communication Map Prompt

  Build a stakeholder map for major incidents so the right people are informed at the right depth, with clear owners, channels, and triggers — before the incident, not during the scramble.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Tooling Consolidation Audit Prompt

  Audit the sprawl of paging, chat, ticketing, status-page, and runbook tools used during incidents, then design a consolidated, integrated toolchain that removes friction and context-switching.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident Update Cadence Planner Prompt

  Design a severity-driven update cadence for active incidents so stakeholders get predictable, right-sized updates without the incident commander improvising timing under pressure.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Keystone OAuth2.0 & mTLS Client Auth Design Prompt

  Design certificate-bound OAuth2.0 client-credentials and mutual-TLS authentication for Keystone so machine clients get scoped tokens without long-lived passwords.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Disk Quota Management Prompt

  Design and troubleshoot per-user and per-group disk quotas on ext4/XFS — soft/hard limits, grace periods, project quotas, reporting, and runaway-usage enforcement without locking out legitimate work.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Kernel Live Patching Prompt

  Plan and operate kernel live patching (kpatch, kGraft, Canonical Livepatch) to apply CVE fixes without rebooting — eligibility, consistency model, rollout, fallback, and when a real reboot is still mandatory.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux rsyslog Configuration & Filtering Prompt

  Author and debug rsyslog config — facility/severity rules, property-based filters, RELP/TCP forwarding, rate limiting, templates, and queues — so logs route reliably without dropping under burst.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  Linux sar & sysstat Historical Performance Analysis Prompt

  Mine sysstat/sar archives to reconstruct what happened during a past incident — CPU, memory, I/O, network, and run-queue history — and turn raw sar output into a root-cause timeline.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Static HugePages Tuning Prompt

  Allocate and tune explicit (static) HugePages and 1GB gigantic pages for databases, JVMs, and DPDK — sizing, NUMA placement, hugetlbfs mounts, and avoiding the over-reservation memory trap.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux tc Traffic Control & QoS Shaping Prompt

  Design, apply, and debug Linux traffic shaping with tc — qdiscs (fq_codel, HTB, cake), classes, filters, rate limiting, and bufferbloat mitigation — without blackholing production traffic.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  Linux tmpfiles.d & Runtime Directory Management Prompt

  Author and debug systemd-tmpfiles entries — creating, cleaning, and permissioning runtime/volatile paths in /run, /var, and /tmp declaratively instead of with fragile init scripts.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux WireGuard VPN Setup & Debug Prompt

  Stand up and troubleshoot WireGuard tunnels on Linux — key management, AllowedIPs routing, NAT/MTU pitfalls, persistent keepalive, and the silent-handshake-failure debugging loop.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Neutron Metadata & Config-Drive Debug Prompt

  Diagnose why instances fail to fetch metadata (no SSH key, cloud-init hangs at 169.254.169.254) across isolated networks, DVR, and config-drive fallback.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  NodeLocal DNSCache Performance Prompt

  Deploy and tune NodeLocal DNSCache to eliminate cluster DNS latency, conntrack races, and CoreDNS overload — with the right upstream config, cache TTLs, and rollout safety.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Nova Flavor Extra-Specs & Aggregate Scheduling Design Prompt

  Design a clean flavor catalog with extra-specs and host-aggregate metadata so workloads land on the right hardware (GPU, high-mem, fast-NVMe) via the AggregateInstanceExtraSpecsFilter.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Observability Gap Analysis From Incidents Prompt

  Mine recent incidents to find where missing logs, metrics, or traces slowed detection and diagnosis, then prioritize the observability investments that would have shortened them most.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Octavia Health Monitor & Connection Draining Tuning Prompt

  Tune Octavia health monitors, timeouts, and member draining so load balancers fail over fast without flapping or dropping in-flight connections during deploys.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  OpenTelemetry Span Metrics Connector for RED Metrics Prompt

  Configure the OpenTelemetry Collector spanmetrics connector to derive RED (rate, errors, duration) metrics from traces and export them to Prometheus without exploding cardinality.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Packer HCL2 Multi-Cloud Build Matrix Prompt

  Refactor Packer into HCL2 with shared build blocks and a source matrix that bakes equivalent images across AWS, Azure, and GCP in parallel — one provisioning path, many targets, with consistent tagging and manifests.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Pod Affinity & Anti-Affinity Design Prompt

  Design pod affinity, anti-affinity, and node affinity rules that spread replicas for HA, co-locate latency-sensitive pairs, and avoid the unschedulable trap of over-strict required rules.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  Prometheus Alert Runbook & Annotation Standardization Prompt

  Standardize alert annotations and auto-generate actionable runbooks so every Prometheus alert carries a summary, impact, diagnosis steps, and a remediation link before it ever pages.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  Prometheus TLS Certificate Expiry Monitoring Prompt

  Set up Prometheus + blackbox exporter to monitor TLS certificate expiry across endpoints and design tiered alerts that warn before, not after, a cert outage.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  PromQL topk / bottomk Ranking & Top-N Dashboard Queries Prompt

  Build correct, fast PromQL ranking queries with topk, bottomk, and aggregation so dashboards show the noisiest pods, hottest nodes, and worst endpoints without flapping legends.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Pulumi Stack References & Cross-Stack Outputs Prompt

  Wire Pulumi stacks together safely with StackReferences and typed outputs — drawing clean boundaries between network, platform, and app layers without circular dependencies or leaked secrets.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python argparse Subcommand CLI Without Dependencies Prompt

  Scaffold a multi-command Python CLI using only the standard-library argparse — subparsers, shared global flags, env-var defaults, and clean exit codes — for scripts that must run with zero pip installs.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Memory-Bounded JSONL Stream Processor Prompt

  Process multi-gigabyte JSONL or newline-delimited log files in constant memory with Python generators — filter, transform, and aggregate without loading the file into RAM or choking on malformed lines.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Graceful Shutdown and Signal Handling Prompt

  Add robust SIGTERM/SIGINT handling to a long-running Python worker so it finishes in-flight work, releases resources, and exits cleanly within the container's grace period instead of being SIGKILLed.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python SQLite Local State and Cache Store Prompt

  Use the standard-library sqlite3 module as a durable local state, cache, and checkpoint store for automation scripts — with WAL mode, upserts, TTL expiry, and safe concurrent access — instead of fragile JSON state files.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Resilient API Calls with the tenacity Library Prompt

  Wrap flaky external API calls with the tenacity library — declarative retry, exponential backoff with jitter, exception/result-based stop conditions, and circuit-breaker-style guards — instead of hand-rolled retry loops.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Rate Limiting & DDoS Resilience Design Prompt

  Design layered rate-limiting and abuse-protection defenses for an API or web app — edge/L7 limits, per-identity quotas, bot mitigation, and graceful degradation — to absorb floods without harming real users.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Runbook Freshness and Decay Audit Prompt

  Audit your runbook library for stale, broken, and untrusted procedures, then design a freshness program so on-call engineers can rely on runbooks instead of working around them.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Service Mesh Authorization Policy Review Prompt

  Author and review Istio/Linkerd authorization policies — default-deny service-to-service access, identity-based AuthorizationPolicy rules, and JWT/request-level scoping — without breaking traffic.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  ServiceAccount Token Projection Hardening Prompt

  Harden Kubernetes ServiceAccount tokens — bounded projected tokens, disabling automount, audience scoping, and migrating off legacy non-expiring secret-based tokens.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  SIEM Detection Rule Engineering Review Prompt

  Review and tune SIEM detection rules — reduce false positives, map coverage to MITRE ATT&CK, add context for triage, and codify detection-as-code with testing — for a blue-team SOC.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Stale Approval Nudge & Escalation Bot Prompt

  Design a bot that tracks pending approvals in Slack and nudges, re-pings, and escalates stale requests on a schedule — without becoming spam — so deploys and access requests don't stall.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack LLM Bot Conversation Memory & Context Design Prompt

  Design how a Slack AI bot tracks conversation state across threads, channels, and DMs — what to remember, how to scope it, when to forget, and how to keep context windows small without losing relevance.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Bot Graceful Shutdown & Message Drain Prompt

  Design clean shutdown for a Slack bot so in-flight events, scheduled jobs, and Socket Mode connections drain without dropping acks, double-processing, or leaving users hanging during deploys.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Channel Topic & Purpose as Source-of-Truth Sync Prompt

  Automate channel topic and purpose fields as live, structured metadata — current on-call, deploy status, service owner, links — kept in sync from external systems instead of going stale.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Conversations API Pagination & Cursor Handling Prompt

  Implement correct, resilient cursor-based pagination for Slack's Web API — conversations.history, replies, list, and users.list — without missing or double-counting records under rate limits.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack mrkdwn & Rich Text Block Migration Prompt

  Convert legacy Markdown and plain-text Slack messages into correct Slack mrkdwn and modern rich_text blocks — handling escaping, links, code, lists, and the quirks that break formatting at scale.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Request Signature Verification Middleware Prompt

  Build correct HMAC signature verification for inbound Slack requests — slash commands, interactivity, and Events API — including timestamp anti-replay, raw-body handling, and safe rejection.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Self-Service Notification Subscription Prompt

  Build a self-service system where engineers opt in/out of specific alert and event streams in Slack — choosing channel vs DM, severity thresholds, and quiet hours — so notifications match what each person actually wants.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Swift Container Sharding Design Prompt

  Plan and execute Swift container database sharding for large accounts — identify hot containers, size shard ranges, run swift-manage-shard-ranges safely, and verify replication without downtime.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card Input Validation & Conditional Visibility Prompt

  Build Adaptive Cards with client-side input validation, required-field enforcement, and toggleable conditional visibility so ops forms guide users without round-tripping to the bot.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams AI Library Action Planner for Ops Bot Prompt

  Design a Teams AI Library bot that uses the Action Planner, prompt templates, and a registered action set to turn natural-language ops requests into safe, confirmed tool calls.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Copilot Graph Connector for Ops Knowledge Grounding Prompt

  Design a Microsoft Graph connector that ingests ops knowledge (runbooks, postmortems, CMDB) into the semantic index so Copilot in Teams grounds answers on your authoritative content.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Graph API Batch Requests for Bulk Operations Prompt

  Use Microsoft Graph JSON batching to perform bulk Teams operations (membership, channel, tab changes) efficiently while respecting dependency ordering, throttling, and partial failure.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Live Share Meeting App Collaborative Stage Prompt

  Build a Teams meeting app that uses the Live Share SDK for real-time co-presence — shared state, cursors, and a takeover-safe collaborative incident canvas on the meeting stage.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Search-Based Message Extension with Config Page Prompt

  Build a search-based (query) message extension that lets users search a backend (KB, CMDB, runbooks) inline and insert a result card, with a configurable settings page per user.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Power Automate Sequential Approval Chain Prompt

  Design a Power Automate flow that runs a multi-stage sequential approval (manager, then change-owner, then security) in Teams, with escalation, reassignment, and an auditable decision trail.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Tab Configuration Page & Content URL Auth Prompt

  Design a configurable Teams channel tab: the configuration page that captures settings and sets the content URL, plus secure SSO auth for the embedded content frame.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Atlantis Server Setup & Workflow Prompt

  Stand up a self-hosted Atlantis server for pull-request Terraform automation — repo allowlist, server-side workflows, autoplan, apply locks, and policy checks — with sane security defaults.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Core Version Upgrade Prompt

  Plan a safe upgrade of the Terraform CLI/core version across many stacks — required_version constraints, deprecation handling, state compatibility, and a staged rollout that won't strand teams.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Module Documentation Generation Prompt

  Auto-generate clear, consistent module documentation with terraform-docs — inputs, outputs, requirements, usage examples — and enforce it in CI so READMEs never drift from the code.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Error Message Debugging Prompt

  Diagnose cryptic Terraform plan/apply errors — provider API faults, cycle errors, type mismatches, unknown-value-at-plan-time, and inconsistent-final-plan — and get a concrete fix path.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform GitHub Actions Pipeline Prompt

  Design a production-grade GitHub Actions workflow for Terraform that runs fmt/validate/plan on PRs, posts plan summaries as comments, and gates apply behind environments and OIDC cloud auth.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Self-Service Module Platform Prompt

  Design a golden-path self-service platform where app teams provision infrastructure through curated, opinionated Terraform modules with guardrails, scaffolding, and a private registry — minimizing copy-paste and blast radius.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Sensitive Output Audit Prompt

  Audit a Terraform codebase for leaked secrets — sensitive values landing in outputs, logs, state, or CI artifacts — and apply sensitive flags, ephemeral handling, and redaction to stop exposure.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Resource Tagging Strategy Prompt

  Design and enforce a consistent resource tagging strategy in Terraform — default_tags, merged module tags, mandatory keys for cost allocation and ownership — without per-resource boilerplate.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Vertical Pod Autoscaler (VPA) Tuning Prompt

  Roll out the Vertical Pod Autoscaler safely — recommendation-only mode, update policies, container resource bounds, and the HPA coexistence trap — to right-size requests without restart storms.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  VictoriaMetrics Migration from Prometheus Prompt

  Plan and execute a migration from vanilla Prometheus to VictoriaMetrics (vmagent, vmstorage, vmalert) for long-term storage and lower resource use — with backfill, PromQL/MetricsQL parity, and rollback.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Vulnerability & Patch Management Lifecycle Design Prompt

  Design a defensible patch and vulnerability-management lifecycle — asset inventory, scanner intake, risk-based SLAs, patch windows, exception handling, and metrics — across servers and containers.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Alertmanager Webhook Receiver Integration Prompt

  Build a robust custom webhook receiver for Alertmanager — parsing the v4 payload, handling firing/resolved, verifying signatures, and bridging alerts into ticketing, automation, or chatops safely.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Argo Rollouts Progressive Delivery & Canary Analysis Prompt

  Design Argo Rollouts canary/blue-green strategies with metric-based AnalysisTemplates that auto-promote or auto-rollback on real SLO signals instead of manual gut checks.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  AWS CDK Unit & Snapshot Testing Prompt

  Build a layered test suite for AWS CDK apps — fine-grained assertions, snapshot tests, and aws-cdk-assertions matchers — so synthesized CloudFormation is verified before it ever reaches an account.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Backup & Ransomware Resilience Hardening Review Prompt

  Audit your backup and recovery posture against ransomware — immutability, air-gap/offline copies, isolated credentials, and tested restores — so an attacker who owns prod can't also destroy your recovery path.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash Dependency Preflight Check Prompt

  Generate a reusable preflight block that verifies required commands, versions, env vars, and permissions before a Bash script does any real work — failing fast with actionable messages instead of cryptic mid-run errors.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Dry-Run Mode Pattern Prompt

  Add a first-class `--dry-run` mode to a Bash automation script so every mutating action is previewed instead of executed — with a single `run()` wrapper, clear PLAN output, and no accidental side effects.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash Leveled Logging Library Prompt

  Build a small, sourceable Bash logging library with DEBUG/INFO/WARN/ERROR levels, timestamps, TTY-aware color, and a LOG_LEVEL threshold — so your scripts emit consistent, greppable output to stderr.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Bicep Deployment Stacks & What-If Prompt

  Adopt Azure Deployment Stacks with Bicep for lifecycle-managed, drift-protected resource groups, and wire what-if previews into CI so every change is reviewed before it lands.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  bpftrace / eBPF Live Tracing Investigation Prompt

  Use bpftrace and eBPF to trace syscalls, kernel functions, and latency on a live production host without recompiling, restarting, or attaching a debugger.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Break-Glass Privileged Access Workflow Design Prompt

  Design a just-in-time, audited break-glass procedure for emergency privileged access — time-boxed elevation, approval, full session recording, and automatic revocation — so admins aren't sitting on standing root.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Chef Cookbook to Ansible Migration Prompt

  Plan and execute a phased migration off Chef cookbooks to Ansible roles — mapping recipes, attributes, data bags, and search to Ansible equivalents while keeping the fleet converged throughout.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Cinder Volume Migration & Retype Runbook Prompt

  Plan safe Cinder volume migrations and retypes — moving volumes between backends or volume types with the right migration policy and minimal attached-instance disruption.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  CloudFormation to AWS CDK Migration Prompt

  Migrate hand-written CloudFormation templates to AWS CDK incrementally — via cdk migrate, CfnInclude, and stack import — without recreating live resources or losing drift history.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Container Runtime Sandbox Isolation Review Prompt

  Evaluate and design stronger workload isolation — gVisor, Kata Containers, microVMs, and user namespaces — for multi-tenant or untrusted-code workloads where shared-kernel containers aren't enough.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Disaster Recovery Gameday and RTO Validation Prompt

  Design a disaster-recovery gameday that actually validates your RTO/RPO by restoring from backups and failing over for real — instead of the tabletop fiction that backups 'probably' work.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Feature-Flag Kill-Switch and Fast-Mitigation Design Prompt

  Design the feature flags and kill switches that let you mitigate an incident in seconds without a deploy — and audit your existing flags for the ones that will fail you the moment you need them.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Flux Image Update Automation Design Prompt

  Set up Flux image automation (ImageRepository, ImagePolicy, ImageUpdateAutomation) so new image tags are scanned, selected by policy, and committed back to Git safely instead of by hand.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD after_script Cleanup & Failure Diagnostics Prompt

  Use after_script correctly for guaranteed cleanup and on-failure diagnostics — tearing down test infra, capturing logs/screenshots as artifacts, and avoiding the traps that make after_script silently swallow failures.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Automated Rollback on Failed Deploy Prompt

  Add automatic rollback to a deployment pipeline — health-check the new release, and on failure revert to the last-known-good version using environment auto-rollback or an explicit on_failure rollback job.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD cache:fallback_keys Warm-Start Tuning Prompt

  Eliminate cold-cache penalties on new branches by layering cache:key:files, cache:fallback_keys, and per-path cache policies so first pipelines reuse a parent branch's cache instead of rebuilding from scratch.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Component spec:inputs Typed Interface Prompt

  Design a reusable CI/CD component with a typed spec:inputs interface — defaults, enums, regex validation, and versioned releases — so consumers configure it through inputs instead of brittle global variables.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD default: Keyword Global Job Config Prompt

  Consolidate repeated per-job settings (image, retry, timeout, tags, hooks) into a single default: block so every job inherits sane behavior and your .gitlab-ci.yml stops repeating itself.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Downstream dotenv Variable Passing Prompt

  Pass computed values (image tag, version, environment URL) from an upstream job into a downstream/child pipeline using dotenv artifacts and trigger inheritance, instead of fragile re-computation or hardcoding.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Protected Environments & Deployment Approvals Prompt

  Lock down production with protected environments, deployment approval rules (multiple approvers, required groups), and deployment-only access so a green pipeline can't ship to prod without the right humans signing off.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD rules:changes Path-Scoped Job Triggering Prompt

  Run only the jobs whose code actually changed using rules:changes with compare_to, path globs, and the MR-vs-branch evaluation differences — without accidentally skipping jobs on the default branch or running everything on every push.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Tiered Environment Promotion Flow Prompt

  Design a promote-the-same-artifact-through-tiers flow (dev → staging → prod) where one build is promoted across environments rather than rebuilt, with the right rules:, manual gates, and environment:deployment_tier mapping.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Glance & Cinder Image-Volume Conversion Prompt

  Design boot-from-volume and image↔volume conversion flows across Glance and Cinder — enabling the image-volume cache, format conversion, and fast Ceph clone-backed boots.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Grafana Dashboards as Code with Grafonnet Prompt

  Generate maintainable, DRY Grafana dashboards as code with Grafonnet/Jsonnet — reusable panel libraries, templated rows, and a CI pipeline that lints and diffs dashboards on every PR.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana OnCall Escalation Chain Design Prompt

  Design Grafana OnCall escalation chains, schedules, and routing so the right human is paged within minutes, noise is suppressed, and nobody gets woken up for a warning.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm OCI Registry Distribution & Chart Provenance Prompt

  Move Helm charts to OCI registries with signed provenance, immutable tags, and a verify-on-install supply-chain gate instead of legacy chart repos and index.yaml.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Helm Values Schema & Validation Prompt

  Author a strict values.schema.json and template-time guardrails for a Helm chart so bad overrides fail at lint/install time with clear messages instead of producing broken Kubernetes objects.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  IaC Blast-Radius & Dependency Graph Review Prompt

  Analyze an infrastructure plan or change set for blast radius — what gets replaced, what depends on it, and what could cascade — before approving the apply, across any IaC tool.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  In-Incident Severity Re-Evaluation Prompt

  Mid-incident, decide whether to upgrade or downgrade the severity as new facts arrive — so you neither under-respond to a quietly growing outage nor keep executives paged on a resolved blip.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Internal PKI & Certificate Lifecycle Design Prompt

  Design a private PKI for internal services — CA hierarchy, HSM-backed roots, automated issuance and rotation via cert-manager/Vault, and revocation — so certificates never expire unexpectedly or outlive trust.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Keystone Fernet Key Rotation Rollout Prompt

  Design a safe Fernet (and Credential) key rotation schedule and distribution mechanism across multi-node, multi-region Keystone so tokens never silently invalidate.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Cluster API (CAPI) Provisioning & Lifecycle Prompt

  Provision and upgrade Kubernetes clusters declaratively with Cluster API — Cluster, MachineDeployment, and KubeadmControlPlane objects managed via GitOps instead of clickops or bespoke Terraform.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Deprecated & Removed API Migration Prompt

  Find and remediate deprecated/removed API usages (in live objects, Helm charts, and CI) before a version bump breaks them, using kubent, Pluto, and the API deprecation guide.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes In-Place Pod Resize Design Prompt

  Adopt in-place Pod vertical resize (resizePolicy, resize subresource) so containers get more CPU/memory without a restart — and know when it silently falls back to a recreate.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Karpenter NodePool & Disruption Budget Tuning Prompt

  Design and tune Karpenter NodePool, EC2NodeClass, and disruption/consolidation policies so the cluster bin-packs aggressively without churning workloads or violating PDBs.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Multi-Cluster Services (MCS API) Design Prompt

  Expose and consume Services across clusters with the Multi-Cluster Services API (ServiceExport / ServiceImport) so a clusterset gets cross-cluster discovery without bespoke DNS hacks.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Kubernetes NetworkPolicy Authoring & Review Prompt

  Move a Kubernetes cluster from flat, open pod networking to default-deny, least-privilege NetworkPolicies — author, review, and validate ingress/egress rules per workload without breaking traffic.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kustomize Overlay & Component Architecture Design Prompt

  Structure a Kustomize base/overlay/component layout that scales across environments and clusters without copy-paste drift, while keeping patches readable and DRY.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux conntrack Table Exhaustion Tuning Prompt

  Diagnose and fix nf_conntrack table exhaustion on busy Linux hosts and gateways — dropped connections, log spam, and timeout tuning — or decide where to bypass tracking entirely.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux fstrim & SSD Discard Maintenance Prompt

  Set up correct TRIM/discard for SSDs and thin-provisioned storage on Linux — periodic fstrim vs continuous discard — across LVM, LUKS, and dm-crypt stacks without hurting performance.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux inotify / fanotify Limits & Watch Exhaustion Prompt

  Diagnose 'no space left on device' from exhausted inotify watches, tune the relevant sysctls, and decide between inotify and fanotify for large directory trees.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux io_uring Tuning & Debugging Prompt

  Evaluate, tune, and debug io_uring usage on a Linux host — queue depths, SQPOLL, fixed buffers, completion handling — and weigh the security trade-offs of enabling it.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Transparent Huge Pages & THP Stall Investigation Prompt

  Decide whether Transparent Huge Pages help or hurt a workload, diagnose THP-related latency spikes from khugepaged and compaction, and configure explicit hugepages where they belong.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux zram & zswap Compressed Memory Setup Prompt

  Set up zram swap or zswap to absorb memory pressure with compressed RAM instead of disk swap, choose the right compressor, and avoid double-compression mistakes.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Live Incident Log and Telemetry Correlation Assistant Prompt

  Pull a coherent narrative out of scattered logs, metrics, traces, and deploy events during an active incident — surface the likely trigger and the smallest set of signals worth chasing first.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Multi-Region Failover Decision Playbook Prompt

  Build a pre-decided playbook for whether and when to fail traffic to another region during an incident — including the cutover steps, the data-consistency traps, and the criteria for failing back.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Near-Miss and Close-Call Capture Program Prompt

  Design a lightweight program to capture the incidents that almost happened — the silent saves, the caught-in-staging bugs, the lucky timing — and turn them into reliability signal before they become outages.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Neutron BGP Dynamic Routing Design Prompt

  Design Neutron dynamic routing with neutron-dynamic-routing/BGP (or OVN BGP agent) to advertise tenant and floating-IP prefixes upstream and retire static routes on the network fabric.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Nova Host Evacuation & Maintenance Runbook Prompt

  Build a safe runbook to drain, patch, and return a Nova compute host to service — choosing between live-migration, cold migration, and evacuate for dead hosts without losing instances.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Octavia Flavor & Active-Standby Topology Design Prompt

  Design Octavia load-balancer flavors and amphora topology — choosing SINGLE vs ACTIVE_STANDBY, compute/network flavors, and VRRP tuning for the right availability and cost per tier.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  On-Call Schedule Fairness and Coverage Optimizer Prompt

  Audit and redesign an on-call rotation so coverage is reliable and the load is distributed fairly — accounting for time zones, page volume, seniority, and the people quietly carrying more than their share.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  OPA Gatekeeper Admission Policy Prompt

  Author OPA Gatekeeper ConstraintTemplates and Constraints that enforce cluster policy at admission — with dryrun rollout, audit, and mutation — without breaking existing workloads.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  OpenTelemetry Temporality & Prometheus Compatibility Prompt

  Reconcile OpenTelemetry's delta vs cumulative temporality with Prometheus's cumulative-only model so OTel metrics don't break rate() and counters don't reset spuriously.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Placement Aggregates & Traits Allocation Design Prompt

  Design Placement resource-provider aggregates, traits, and required/forbidden trait flavor extra-specs so the Nova scheduler lands workloads on the right hardware tiers.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Post-Incident SLO and Error-Budget Recalibration Prompt

  After a major incident, decide whether your SLO targets, error-budget windows, and burn-rate alerts still reflect reality — or whether the incident exposed targets that are wrong, dishonest, or unmeasurable.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus for & keep_firing_for Tuning Prompt

  Tune the `for` (pending) and `keep_firing_for` (resolve hysteresis) clauses on alert rules to kill flapping without delaying real incidents.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Query Frontend & Vertical Sharding Prompt

  Speed up slow, heavy PromQL by putting a query-frontend in front of Prometheus/Thanos/Mimir — splitting queries by time, sharding by series, and caching results.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Holt-Winters Seasonal Forecasting Prompt

  Smooth noisy seasonal metrics and forecast short-term trends with double_exponential_smoothing (Holt-Winters) so alerts account for daily/weekly cycles instead of firing every Monday morning.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL label_replace & label_join Rewriting Prompt

  Reshape, normalize, and synthesize labels at query time with label_replace() and label_join() so heterogeneous metrics join cleanly and dashboards stay readable without re-instrumenting exporters.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Automation API Self-Service Prompt

  Build an embedded self-service platform with the Pulumi Automation API — programmatic stack up/destroy, parameterized environments, and guardrails — instead of shelling out to the CLI in CI.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Atomic File Writes Prompt

  Rewrite Python file-writing code to be atomic and crash-safe — write to a temp file in the same directory, fsync, then os.replace — so readers never see partial files and a killed process never leaves corruption.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Pydantic Settings Config Prompt

  Replace ad-hoc os.environ access and scattered config parsing with a typed pydantic-settings model — validated env vars, .env loading, nested settings, secrets, and clear startup errors instead of runtime KeyErrors.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Safe Subprocess Wrapper Prompt

  Build a hardened Python wrapper around subprocess that runs external commands safely — no shell=True, list args, timeouts, captured output, non-zero handling, and streaming logs — replacing fragile os.system and shell-string calls.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Token Bucket Rate Limiter Prompt

  Implement a correct, thread-safe (and asyncio-friendly) token bucket rate limiter in Python to throttle outbound API calls, respect provider quotas, and smooth bursts — with tests and a clean decorator/context-manager API.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Regulatory and Contractual Breach Notification Drafting Prompt

  During or after an incident with data-exposure or availability implications, draft the time-bound notifications you owe to regulators and contractual customers — accurately, defensibly, and without over-committing.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Ruff and Pre-Commit Lint and Format Setup Prompt

  Stand up a fast, opinionated Python lint and format pipeline using Ruff (linter + formatter) wired into pre-commit and CI — replacing the flake8/isort/black stack with one tool and a clean pyproject.toml config.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  SaltStack States & Pillar Design Prompt

  Design idempotent Salt state trees and a secure pillar/grains data layer — top files, environments, targeting, and reactor/orchestration — without the spaghetti most Salt deployments rot into.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Seccomp & AppArmor Profile Design Prompt

  Build tight seccomp and AppArmor/SELinux profiles that shrink a container's kernel attack surface — restricting syscalls, file paths, and capabilities to only what the workload provably needs.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Blameless Postmortem Facilitation Bot Prompt

  Build a Slack bot that facilitates blameless postmortem reviews — guiding the discussion through a structured agenda, capturing contributing factors and action items in real time, and steering language away from blame toward systems thinking.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Canvas as Living Service Runbook Prompt

  Design channel-tabbed Slack Canvases that serve as living operational runbooks per service — owners, dashboards, escalation, common failures, and copy-paste recovery steps that stay current instead of rotting in a wiki.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Custom Workflow Steps (Steps from Apps) Prompt

  Build developer-defined custom workflow steps that non-technical teammates can drag into Workflow Builder — exposing your internal automations (deploys, lookups, ticket creation) as safe, configurable, reusable building blocks.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack DND & Presence-Aware Alert Routing Prompt

  Design alert routing that respects Slack Do-Not-Disturb, presence, and time zones — paging the right awake on-call, holding non-urgent notices until working hours, and never spamming someone whose DND clearly signals off-shift.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack files.upload v2 Log & Artifact Sharing Prompt

  Migrate to the Slack files.uploadV2 flow and design a safe pattern for posting logs, diffs, heap dumps, and CI artifacts into channels — with size limits, redaction, snippet vs. file choices, and retention controls.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Lists for Action-Item & Follow-Up Tracking Prompt

  Design a Slack Lists workflow that captures incident action items, postmortem follow-ups, and review tasks as structured records with owners, due dates, and status — synced from threads and nudged to completion.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Maintenance Window Broadcast & Mute Coordination Prompt

  Design a Slack workflow that announces scheduled maintenance windows, mutes the alerts expected to fire during them, and auto-unmutes afterward — so planned work doesn't page on-call or trigger false incidents.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack SCIM User Lifecycle & Provisioning Prompt

  Design automated Slack user lifecycle management via SCIM — joiner/mover/leaver provisioning, group-to-usergroup mapping, deactivation on offboarding, and reconciliation against your IdP so access stays correct and auditable.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack to ServiceNow Incident Bridge Prompt

  Design a bidirectional bridge between Slack incident channels and ServiceNow ITSM — auto-creating incident records, syncing state and worklogs both ways, and keeping the engineering channel and the ITSM system of record consistent.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  SLI Specification & SLO Menu Design Prompt

  Define meaningful SLIs and set defensible SLO targets from user journeys — choosing the right event ratio, window, and target before any burn-rate alerting exists.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  SLSA Build Provenance Attestation Design Prompt

  Raise your build pipeline up the SLSA levels — generate, sign, and verify tamper-evident build provenance so consumers can prove an artifact came from your source via your hardened builder.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  SPIFFE/SPIRE Workload Identity Federation Prompt

  Design a SPIFFE/SPIRE deployment that issues short-lived, cryptographic workload identities (SVIDs) across clusters, clouds, and bare metal — replacing long-lived secrets with attested, federated identity.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  STRIDE Threat Modeling Workshop Prompt

  Run a structured STRIDE threat-modeling session on a system design — decompose data flows, enumerate threats per trust boundary, rank by risk, and produce prioritized, testable mitigations.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Swift Erasure Coding Storage Policy Design Prompt

  Design Swift erasure-coding storage policies — picking EC scheme, fragment/parity counts, and region layout to cut raw-capacity cost while keeping durability and read latency acceptable.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  systemd-oomd & PSI Pressure Tuning Prompt

  Configure systemd-oomd and Pressure Stall Information (PSI) to kill the right cgroup under memory or I/O pressure before the kernel OOM killer fires arbitrarily.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  systemd Socket Activation Design & Debugging Prompt

  Design or debug systemd socket-activated services — on-demand start, zero-downtime restarts, and privilege separation via .socket units — and decide when socket activation is the wrong tool.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Action Message Extension for Incident Creation Prompt

  Design an action-type message extension that opens a task module form from the compose box or a message, collects incident fields, and creates the incident in your tracker — distinct from search/lookup extensions.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Activity Feed Notification Targeting Prompt

  Design Graph activity feed notifications that ping a specific engineer's Teams bell (not a channel) for high-priority ops events, with deep links straight to the incident context.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot File Attachment Handling for Log Bundles Prompt

  Design a Teams bot that accepts dropped log bundles / diagnostics, validates and stores them, and returns analysis — handling both personal-chat file consent and channel file references via Graph.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot Streaming AI Responses Prompt

  Implement streamed, typing-indicator-style AI responses in a Teams bot so long Copilot/LLM answers appear progressively instead of one frozen wait — using the streaming message activity pattern.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams Deep Link Generation for ChatOps Prompt

  Generate correct, URL-encoded Teams deep links — to channels, chats, messages, meetings, tabs, and pre-filled new chats — so alerts and tools can jump engineers straight to the right context.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Graph Team Provisioning from Template Prompt

  Automate spinning up a fully-configured incident or project team from a reusable template via Graph — channels, tabs, apps, tags, and membership — instead of hand-building each war room.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Meeting Bot RSC Real-Time Transcription Prompt

  Design a meeting-scoped bot that uses resource-specific consent and the meeting lifecycle events to capture real-time transcription and surface live incident notes during a bridge call.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Bot Mention Parsing & Command Grammar Prompt

  Design robust @-mention stripping and a forgiving command grammar for a ChatOps bot so noisy channel mentions, formatting entities, and typos still resolve to the right action.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Workflow Webhook Adaptive Card Posting Prompt

  Build the replacement for retired Office 365 connectors: post adaptive cards into a channel via a Power Automate Workflows 'When a Teams webhook request is received' trigger, including the exact payload shape and auth model.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Apply Performance Tuning Prompt

  Diagnose and speed up slow `terraform plan`/`apply` runs on large states — provider rate limits, refresh cost, parallelism, targeted operations, and state splitting — without compromising safety.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Check Blocks & Post-Apply Assertions Prompt

  Add `check` blocks with scoped data sources and assertions that validate live infrastructure after apply — endpoints reachable, TLS valid, DNS resolving — turning silent misconfigurations into loud plan/apply warnings.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform CI Log Secret Redaction Prompt

  Stop secrets from leaking into CI logs and PR plan comments — audit where Terraform exposes sensitive values, enforce `sensitive`, mask provider output, and scrub `terraform show -json` before posting.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Module SemVer & Release Strategy Prompt

  Define a semantic-versioning and release process for an internal Terraform module library — what counts as breaking, how to tag, deprecate inputs, and let consumers pin safely across a fleet of root modules.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Provider Development Scaffolding Prompt

  Scaffold a custom Terraform provider with the Plugin Framework — resources, data sources, schema, CRUD, import, and acceptance tests — for wrapping an internal API that has no existing provider.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Resource Targeting Strategy Prompt

  Use `-target`, `-replace`, and `-exclude` deliberately and safely — for surgical fixes, breaking dependency deadlocks, and forcing replacement — while understanding the partial-state risks each one introduces.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Stacks Deployments Design Prompt

  Design a Terraform Stacks (HCP) configuration that splits components from deployments, so one set of modules fans out across regions, accounts, and environments with orchestrated dependency ordering.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform State Disaster Recovery & Rebuild Prompt

  Recover from a lost, corrupted, or diverged Terraform state file — rebuild state via bulk import, reconcile against live infrastructure, and harden the backend so it never happens again.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terragrunt to Native Stacks Migration Prompt

  Evaluate and plan a migration from a Terragrunt DRY setup to native Terraform Stacks (or OpenTofu stacks) — mapping `terragrunt.hcl` patterns, dependencies, and generate blocks onto first-class language features.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  uv Reproducible Python Environments Prompt

  Adopt uv for fast, fully reproducible Python environments — a locked uv.lock, pinned interpreter, dependency groups, and uv run scripts — replacing slow pip/venv/requirements.txt workflows in dev, CI, and Docker.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  OpenStack Watcher Cluster Optimization Design Prompt

  Design and tune OpenStack Watcher audits and action plans to consolidate workloads, rebalance noisy neighbors, and cut power draw without breaking affinity rules or SLAs.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Alertmanager Time Intervals & Mute Schedules Prompt

  Design business-hours routing, maintenance-window muting, and follow-the-sun on-call handoffs in Alertmanager using time_intervals, mute_time_intervals, and active_time_intervals — without dropping real pages.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  AWS CDK Construct Design Prompt

  Design layered AWS CDK constructs (L2/L3) with sane defaults, escape hatches, and unit + snapshot tests — so app teams consume a paved-road construct instead of hand-rolling CloudFormation.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Azure Bicep Module Authoring Prompt

  Design clean, reusable Azure Bicep modules with typed parameters, sane defaults, output contracts, and a registry publishing flow — instead of one sprawling main.bicep per environment.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Idempotent Bash Provisioning Script Prompt

  Generate bash setup scripts that converge a host to a desired state and can be re-run safely any number of times — check-before-change for packages, users, files, services, and symlinks — without Ansible.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Temp File Cleanup with mktemp and trap Prompt

  Generate bash scripts that create temp files and directories safely with mktemp and guarantee cleanup on every exit path — normal return, error, and signals — so scripts never leak /tmp garbage or clobber shared filenames.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Script Machine-Readable JSON Output Prompt

  Retrofit a bash script with a clean --json output mode using jq, separating human stdout from machine output, emitting valid structured results and proper exit codes so the script composes into pipelines and CI.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Bash Signal Handling and Graceful Daemon Shutdown Prompt

  Make a long-running bash loop or worker handle SIGTERM/SIGINT gracefully — finish the in-flight unit of work, release locks, flush state, and exit with the right code — so container stops and systemd restarts never corrupt data.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  ChatOps Incident Automation Bot Workflow Prompt

  Design an incident-management ChatOps bot that spins up the channel, pages the right people, tracks state, posts the timeline, and drives the incident lifecycle from declare to resolve — so responders coordinate in chat instead of fighting tooling.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Cinder Volume Encryption & Barbican Key Design Prompt

  Design and troubleshoot LUKS-based Cinder volume encryption backed by Barbican — encrypted volume types, key lifecycle, performance impact, and recovery when keys go missing.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Cosign Keyless Image Admission Verification Prompt

  Gate Kubernetes admission on Sigstore cosign signatures and attestations — keyless OIDC signing, policy on issuer/identity, and a fail-closed verifyImages rollout that blocks unsigned images.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Cron Environment Hardening and Debug Wrapper Prompt

  Diagnose and fix the classic 'works in my shell, fails in cron' problem — minimal PATH, missing env, no TTY, swallowed output — by wrapping jobs in a hardened runner that logs, locks, and captures failures.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Crossplane Providers & XRD API Design Prompt

  Design Crossplane CompositeResourceDefinitions (XRDs) and provider configs that expose a clean, opinionated self-service platform API to app teams — abstracting cloud resources behind claims.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  CSPM Cloud Misconfiguration Remediation Prompt

  Turn a noisy Cloud Security Posture Management backlog (Prowler, Steampipe, Security Hub, Scout Suite) into a risk-ranked, remediation-ready plan with IaC fixes and guardrails that stop regressions.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  eBPF Security Observability Design Prompt

  Design defensive eBPF-based security observability with Tetragon or Tracee — process, file, and network telemetry mapped to detection use-cases — without crippling production performance.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Error Budget Burn-Rate Alert Design Prompt

  Design multi-window, multi-burn-rate SLO alerts that page only when the error budget is actually in danger — fast pages for catastrophic burn, tickets for slow leaks — eliminating both flapping and silent budget exhaustion.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Falco Runtime Threat-Detection Rules Prompt

  Author, tune, and triage Falco runtime-security rules that catch real container/host threats — privilege escalation, reverse shells, crypto-miners, secret reads — without drowning on-call in false positives.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  GitHub Actions OIDC Keyless Cloud Auth Prompt

  Replace long-lived cloud access keys in CI with GitHub Actions OIDC federation — trust policies scoped to repo/branch/environment, least-privilege roles, and verification that stolen credentials can't be reused.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD artifacts:reports Wiring Prompt

  Wire the structured artifacts:reports types (junit, codequality, sast, dotenv, coverage_report, accessibility) so MR widgets, the test tab, and downstream jobs all light up correctly.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Feature Flag Progressive Rollout Prompt

  Decouple deploy from release using GitLab Feature Flags (Unleash) driven from CI — ship dark, ramp by percentage/strategy, and auto-rollback a flag without a redeploy.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Flaky Test Retry & Job Resilience Prompt

  Tame flaky pipelines with targeted retry: rules, timeouts, allow_failure exit codes, and a quarantine workflow — without masking real failures or burning compute on doomed jobs.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD .gitlab-ci.yml Lint & Pre-Merge Validation Gate Prompt

  Build a self-validating pipeline that lints its own .gitlab-ci.yml (CI Lint API), checks merged YAML and includes, and blocks broken pipeline config before it ever runs.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Multi-Project trigger:strategy:depend Orchestration Prompt

  Chain pipelines across repositories with trigger: + strategy: depend so an upstream pipeline waits on and inherits the status of downstream projects — building reliable cross-repo release trains.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Vault secrets: with ID Tokens Prompt

  Pull secrets from HashiCorp Vault (or OpenBao) into jobs using the native secrets: keyword and JWT ID tokens — no long-lived Vault token in CI variables, scoped per-environment policies.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD workflow:rules Pipeline-Type Gating Prompt

  Design a single top-level workflow:rules block that decides which pipeline types run (merge request, branch, tag, schedule, web) and kills duplicate/detached pipelines before a single job evaluates.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Runner Kubernetes Executor Pod Spec Tuning Prompt

  Tune the Kubernetes executor's pod spec — resource requests/limits, node selectors, ephemeral storage, service-account, and pod-level overrides — so CI jobs schedule reliably without starving the cluster.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Runner Tags, Protected & Job Isolation Hardening Prompt

  Lock down which runners pick up which jobs using tags, protected-runner flags, and project/group assignment so untrusted MR jobs never execute on privileged deploy runners.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Glance Image Signing & Trusted Boot Prompt

  Enable and troubleshoot Glance image signature verification with Barbican-stored keys so Nova only boots cryptographically trusted images, plus a signing pipeline for golden images.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  GRUB2 Bootloader & Kernel Cmdline Review Prompt

  Review and safely edit GRUB2 configuration and kernel command-line parameters — default kernel selection, console/serial, IOMMU, mitigations, hugepages — without bricking boot.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Helm Chart Testing Strategy Prompt

  Build a layered test suite for Helm charts — lint, schema-validated values, golden-file template tests, and helm test hooks against a kind cluster — so a values change can't silently break rendered manifests.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Post-Renderer with Kustomize Patch Prompt

  Patch third-party Helm charts you don't own using a Kustomize post-renderer — inject labels, sidecars, securityContext, or resource overrides without forking the chart or waiting on upstream values.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Beginner

  Horizon Dashboard Troubleshooting Prompt

  Diagnose OpenStack Horizon failures — login loops, blank panels, session/CSRF errors, slow page loads, and missing services — by tracing the Django app, Keystone, and API endpoint chain.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  IaC Cost Estimation CI Gate Prompt

  Wire Infracost (or equivalent) into pull-request CI so infrastructure changes show a cost diff and breach a budget gate before merge — turning cloud spend into a reviewable, policy-enforced number.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  IaC State Backup, Recovery & Import Prompt

  Design backup, locking, recovery, and resource-import runbooks for IaC state (Terraform/OpenTofu/Pulumi) so a corrupted, lost, or out-of-band-modified state doesn't become an outage.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ignition & Butane Immutable OS Provisioning Prompt

  Provision Flatcar/Fedora CoreOS nodes with Butane configs compiled to Ignition — declarative, first-boot-only host setup for immutable, auto-scaling infrastructure where cloud-init is the wrong fit.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Financial Impact Quantification Prompt

  Turn an incident's duration and blast radius into a defensible dollar figure — lost revenue, SLA credits, engineering time, and reputational drag — so leadership can prioritize reliability investment.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Noisy-Neighbor and Resource Contention Diagnosis Prompt

  Diagnose incidents where a service degrades not from its own bug but from resource contention — a noisy neighbor, CPU/IO/connection-pool exhaustion, or a shared-tenancy hotspot starving everyone else on the node or cluster.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Advanced

  Recurring Pattern Mining Across Postmortems Prompt

  Analyze a corpus of past postmortems to surface systemic, recurring failure patterns — the same root cause wearing different hats — and recommend the few structural fixes that would prevent whole classes of incidents.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  journald Remote Centralized Logging Setup Prompt

  Design and debug centralized log shipping with systemd-journal-remote / journal-upload (or a forwarder), including TLS, buffering, and fleet-wide journalctl querying.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Keystone Application Credentials & Trusts Design Prompt

  Design secure non-human authentication in Keystone using application credentials and trusts — scoping, access rules, expiry, and migrating CI/automation off long-lived passwords.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  kube-state-metrics & cAdvisor Alerting Prompt

  Build the essential Kubernetes workload alerts from kube-state-metrics and cAdvisor — CrashLoopBackOff, OOMKills, pending pods, throttling, and PVC pressure — with correct joins and no double-paging.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes CSI Driver Development Prompt

  Design and build a custom CSI driver — controller vs node plugin split, the gRPC identity/controller/node services, sidecar wiring (provisioner, attacher, resizer, snapshotter), and the idempotency rules that keep volumes from leaking.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Dynamic Resource Allocation (DRA) Design Prompt

  Adopt Dynamic Resource Allocation for GPUs/accelerators/specialized hardware — model ResourceClaims, DeviceClasses, and ResourceClaimTemplates, and migrate off the legacy device-plugin model without breaking scheduling.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes kubeconfig & Context Access Hygiene Prompt

  Tame multi-cluster kubeconfig sprawl — short-lived OIDC/exec credentials, per-cluster contexts, prod guardrails, and team-safe distribution so nobody runs the wrong command against prod.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Linkerd Service Mesh Adoption & Migration Prompt

  Roll out Linkerd (or migrate from Istio) the safe way — per-namespace mTLS, golden-metrics-driven proxy injection, multi-cluster gateways, and a rollback path that never strands traffic.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Mutating Webhook & Sidecar Injection Design Prompt

  Design a production-grade MutatingAdmissionWebhook for sidecar/init injection — namespace opt-in, idempotency, failurePolicy, cert rotation, and ordering so you never double-inject or deadlock the control plane.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Node-Pressure Eviction Debug Prompt

  Diagnose kubelet node-pressure evictions — read MemoryPressure/DiskPressure/PIDPressure signals, eviction thresholds, QoS-based victim selection, and fix the root cause instead of just rescheduling churn.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Sandboxed Runtimes (gVisor / Kata) RuntimeClass Prompt

  Stand up sandboxed container runtimes with RuntimeClass — pick gVisor vs Kata, wire containerd handlers, schedule workloads to sandbox-capable nodes, and quantify the syscall/perf trade-offs.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes ValidatingAdmissionPolicy (CEL) Authoring Prompt

  Replace heavyweight admission webhooks with in-process CEL ValidatingAdmissionPolicy — write expressions, bind to namespaces, version safely, and roll out from audit to deny without breaking deploys.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Kyverno Admission Policy Design Prompt

  Design, validate, and roll out Kyverno policies for Kubernetes admission control — validate, mutate, generate, and verifyImages — with Audit-first rollout and CEL where it fits.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Kyverno Policy Authoring Prompt

  Write, test, and roll out Kyverno policies (validate, mutate, generate) for Kubernetes admission control — enforcing org standards on infra manifests without writing Rego.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux CA Trust Store & TLS Certificate Management Prompt

  Manage the system CA trust store across distros (update-ca-trust / update-ca-certificates), add internal CAs, debug 'certificate verify failed' errors, and audit expiring/weak certs on a server.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux CPU Scheduling & Affinity Tuning Prompt

  Tune Linux process scheduling — nice/priority, scheduling policy (SCHED_FIFO/RR/OTHER), CPU affinity, isolcpus, and cgroup v2 cpu.weight/quota — for latency-sensitive or noisy-neighbor workloads.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  Linux dmesg & Kernel Ring Buffer Triage Prompt

  Decode dmesg / kernel ring buffer output to triage hardware errors, driver warnings, OOM events, segfaults, and link flaps — separating benign noise from real failures.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux kdump & Kernel Crash Dump Analysis Prompt

  Configure kdump/kexec reliably and analyze vmcore crash dumps with crash/drgn to find the kernel panic root cause after an unexpected reboot or hung server.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Namespaces Isolation & Debugging Prompt

  Inspect, enter, and reason about Linux namespaces (mount, PID, net, user, UTS, IPC, cgroup) to debug container-like isolation, leaked namespaces, and unexpected cross-namespace visibility.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Slab & Kernel Memory Leak Investigation Prompt

  Diagnose growing kernel/unreclaimable memory — slab caches, dentry/inode bloat, kmalloc leaks, and page-cache vs SReclaimable confusion — when free RAM shrinks but no process owns it.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Loki LogQL Metric Queries & Log-Based Alerts Prompt

  Turn logs into Prometheus-style signals with LogQL metric queries and Loki's ruler — extracting numbers from unstructured logs, counting error patterns, and firing alerts on log-derived rates without instrumenting the app.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Third-Party and Vendor Coordination During a Major Incident Prompt

  Run the playbook for incidents caused by or dependent on an external vendor (cloud provider, CDN, payment processor, SaaS dependency) — escalation, status correlation, customer comms, and parallel mitigation while you wait on someone else's fix.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Neutron Security Groups & FWaaS v2 Design Prompt

  Design tenant-facing security groups and FWaaS v2 firewall policies in Neutron — rule hygiene, stateful vs stateless, OVS conntrack behavior, and debugging silently dropped traffic.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Neutron SR-IOV & Trunk Port Design Prompt

  Design Neutron SR-IOV passthrough and trunk-port networking for high-throughput VNFs — PF/VF allocation, sriov-agent config, VLAN-aware VMs, and debugging ports stuck in BUILD.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Nix Flakes Reproducible Infrastructure Prompt

  Use Nix flakes to pin reproducible build/dev environments and declarative server config (NixOS / nixos-rebuild / deploy-rs) so 'works on my machine' and drift both disappear.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova Cells v2 Scaling & Architecture Prompt

  Design and operate Nova Cells v2 for large OpenStack clouds — cell sizing, message-queue and DB partitioning, scheduler/conductor placement, and debugging cross-cell instance issues.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova NUMA, CPU Pinning & Huge-Page Flavor Design Prompt

  Design Nova flavors and compute configuration for NFV/high-performance workloads — CPU pinning, NUMA topology, huge pages, and emulator-thread isolation — without stranding capacity.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Octavia TLS Termination & SNI Listener Design Prompt

  Design Octavia load-balancer listeners for TLS termination and SNI — Barbican-backed certificates, cipher policy, HTTP/2, and debugging handshake failures across multiple hostnames.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Runbook-to-Automation Toil Reduction Prompt

  Turn a manual on-call runbook into safe, progressively-automated remediation — identifying which steps to auto-run, which to keep human-gated, and how to ship self-healing without building a system that confidently breaks production.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  OPA Rego Policy Authoring & Review Prompt

  Write, refactor, and unit-test Open Policy Agent Rego policies for admission control, Terraform plan gating, and API authorization — readable, testable, and fail-closed by default.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  OpenTelemetry Collector to Prometheus Pipeline Prompt

  Design an OpenTelemetry Collector pipeline that ingests OTLP metrics and exposes or remote-writes them to Prometheus/Mimir cleanly — handling delta-to-cumulative, resource attributes, naming normalization, and cardinality at the collector edge.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Post-Incident Customer Trust Recovery Plan Prompt

  Plan the days-after-the-incident customer recovery: the public post-incident report, proactive outreach to the most-affected accounts, credit decisions, and the credibility-rebuilding follow-through that turns a bad outage into retained trust.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Beginner

  Pre-Commit Secret Scanning Gate Prompt

  Stop secrets before they reach git — configure pre-commit and CI secret scanners (gitleaks, detect-secrets, trufflehog) with a baseline, tuned rules, and developer-friendly remediation that doesn't get bypassed.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Agent Mode Deployment Prompt

  Deploy Prometheus in Agent mode as a lightweight, scrape-and-remote-write-only collector feeding a central Mimir/Thanos/Cortex backend — sizing, WAL tuning, sharding, and the tradeoffs vs. full Prometheus.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Exemplars & Trace Correlation Prompt

  Wire Prometheus exemplars end-to-end so a spike on a latency histogram links directly to the slow trace in Tempo — covering instrumentation, OpenMetrics exposition, storage, and Grafana exemplar links.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Anomaly Detection & Z-Score Alerting Prompt

  Build statistical anomaly-detection alerts in pure PromQL — z-score deviation from a rolling baseline, week-over-week seasonal comparison, and MAD-based outlier detection — so you catch weird behavior static thresholds miss.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL predict_linear Capacity Forecasting Prompt

  Build predictive PromQL alerts that fire BEFORE disks fill, certificates expire, or quotas exhaust — using predict_linear, deriv, and seasonal-aware windows instead of static thresholds.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python File Integrity and Dedup Tool Prompt

  Build a Python tool that hashes a directory tree, detects duplicate and corrupted files, and verifies integrity against a stored manifest — for backups, artifact stores, and data-pipeline outputs.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Multiprocessing CPU Batch Worker Prompt

  Build a CPU-bound batch processor in Python using multiprocessing/ProcessPoolExecutor — chunking, worker isolation, progress, graceful shutdown, and result aggregation — to saturate all cores without the GIL bottleneck.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Type Hints and mypy Strict Retrofit Prompt

  Incrementally add type hints to an untyped Python automation script and get it passing mypy --strict — annotating signatures, taming Any, modeling Optional, and wiring a CI gate — without a risky big-bang rewrite.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Typer CLI App Scaffold Prompt

  Generate a modern, type-hint-driven CLI using Typer — subcommands, validated options, rich help, shell completion, and clean exit codes — for operations tools that need to feel like first-class CLIs.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack AI Assistant App with assistant.threads API Prompt

  Design a native Slack AI assistant using the assistant.threads surface — suggested prompts, status indicators, threaded context, and a streaming LLM backend that respects channel permissions.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Audit Logs API Security Monitoring Prompt

  Stream the Enterprise Grid Audit Logs API into your SIEM and build detections for risky actions — token grants, app installs, channel exports, and admin changes — with tuned alerting.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Bolt Middleware Pipeline Design Prompt

  Architect a clean, testable middleware chain for a Bolt app — auth context, tenant resolution, rate limiting, error boundaries, and structured logging — so handlers stay thin and reusable.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Deploy Freeze & Change Calendar Bot Prompt

  Build a bot that enforces and announces deploy freeze windows — blackout calendars, exception requests with approval, and pre-deploy checks that warn or block during a freeze.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Ephemeral Message UX Patterns Prompt

  Decide when to use ephemeral vs in-channel vs DM messages, and design ephemeral-first flows that keep channels quiet while still guiding users through actions.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Huddle AI Notetaker & Decision Capture Prompt

  Design an AI pipeline that turns Slack huddle transcripts into structured notes — decisions, action items with owners, and a posted summary — without losing nuance or capturing the wrong things.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Message Metadata for Event-Driven Apps Prompt

  Use structured message metadata to attach machine-readable context to Slack posts and drive event-driven automation across apps — without parsing message text or hiding state in blocks.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Reaction Emoji Signaling Standard Prompt

  Define a team-wide emoji-reaction taxonomy that conveys status (ack, in-progress, done, blocked, escalated) consistently across ops channels so a glance replaces a thread.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Workflow Builder Webhook Trigger Integration Prompt

  Wire external systems into no-code Slack Workflow Builder using webhook-triggered workflows — payload schema design, secret handling, and the handoff line between no-code and real code.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Synthetic Monitoring for Faster Incident Detection Prompt

  Design synthetic checks and journey probes that catch incidents before customers report them — closing the gap between failure and detection (the 'time-to-detect' phase of MTTR).

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  systemd-networkd Configuration Review Prompt

  Review and debug systemd-networkd .network/.netdev/.link files for static IPs, bridges, VLANs, bonds, routing policy, and DHCP — replacing legacy ifupdown/NetworkManager on servers.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Adaptive Card AI-Generated Chart Rendering Prompt

  Render live metric charts and sparklines inside Teams Adaptive Cards using the native Chart element (1.5+) and server-side image fallbacks, so on-call engineers see trends without leaving the channel.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card Carousel Deployment Digest Prompt

  Design a multi-page Adaptive Card carousel that summarizes a release train across services — one swipeable page per deployment with status, diff, and rollback action — instead of flooding the channel with one card per service.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Bot Conversation State Management Prompt

  Design durable, scalable state for a Teams bot — choosing storage providers, scoping user vs conversation state, and handling concurrency so multi-turn incident workflows survive restarts and parallel responders.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot Throttling & Retry Resilience Prompt

  Design a Teams bot that survives Bot Framework and Graph 429 throttling — honoring Retry-After, batching proactive sends, and applying jittered backoff so incident-storm notification bursts never get dropped.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Copilot API Plugin (OpenAPI) for Ops Tooling Prompt

  Build a Microsoft 365 Copilot API plugin that exposes your ops tooling to Copilot via an OpenAPI spec and plugin manifest, so engineers can query incidents and trigger runbooks in natural language.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Graph Subscription Renewal & Payload Decryption Prompt

  Operate Microsoft Graph change subscriptions for Teams resources reliably — auto-renewing before expiry, validating notification tokens, and decrypting resourceData payloads delivered with rich notifications.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams In-Meeting Side Panel Incident Copilot Prompt

  Build an in-meeting Teams app (side panel + shared meeting stage) that acts as a live incident copilot — tracking timeline, action items, and current owner while a war-room call is in progress.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams Sensitivity Labels for Incident Data Prompt

  Apply Microsoft Purview sensitivity labels and container labels to Teams incident channels so war-room chats, shared files, and postmortems are auto-classified, encrypted, and guest-access controlled by default.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams to ServiceNow Incident & CMDB Bridge Prompt

  Design a bidirectional Teams to ServiceNow bridge that creates and syncs incidents, enriches cards with CMDB CI context, and keeps state aligned without creating duplicate tickets or update loops.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Tempo TraceQL Query Design Prompt

  Write precise TraceQL queries to find slow, errored, or anomalous traces in Grafana Tempo — using span/resource attribute filters, structural operators, aggregates, and metrics-from-traces — instead of guessing in trace search.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform count-to-for_each Migration Prompt

  Safely migrate index-based `count` resources to keyed `for_each` so inserting or removing one item stops recreating every resource after it — using `moved` blocks and state moves, with a zero-change plan as proof.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Ephemeral & Write-Only Secrets Prompt

  Use Terraform 1.10+ ephemeral resources, ephemeral values, and write-only arguments to flow secrets through configuration without ever persisting them in state or plan files.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Import Block Generation Prompt

  Bring existing, hand-created cloud resources under Terraform using config-driven `import` blocks and `-generate-config-out` — then refine the generated HCL until the plan is a clean no-op.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Monorepo Structure Prompt

  Design an org-scale Terraform monorepo — root modules, shared modules, environment boundaries, ownership via CODEOWNERS, and path-scoped CI — so hundreds of stacks stay navigable and changes have a tight blast radius.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Native Test Framework Prompt

  Write `.tftest.hcl` tests using Terraform's built-in test framework — `run` blocks, `command = plan` vs `apply`, assertions, mocks, and providers — to validate modules in CI without third-party tooling.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Plan Output Summarization Prompt

  Turn a noisy 4,000-line `terraform plan` into a crisp, reviewer-friendly summary — grouped by action, risk-ranked, with the dangerous changes surfaced first — for PR comments and approvals.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Provider Mirror for Air-Gapped CI Prompt

  Set up a Terraform provider mirror (filesystem or network mirror) and `.terraformrc` so `terraform init` works in air-gapped or rate-limited CI without reaching the public registry.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Spacelift Stack & Policy Design Prompt

  Design Spacelift stacks, spaces, contexts, and Rego policies for a Terraform org — trigger graphs, drift detection, approval gates, and least-privilege access — instead of bolting GitOps onto raw CI.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terragrunt DRY Configuration Prompt

  Restructure a sprawling multi-account, multi-region Terraform repo into a DRY Terragrunt layout — root config, includes, dependency wiring, and run-all orchestration — without breaking existing state.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  HashiCorp Vault Dynamic Secrets Design Prompt

  Design short-lived, dynamic secrets in HashiCorp Vault — database, cloud, and PKI engines — with auth methods, lease/TTL strategy, and least-privilege policies that replace long-lived static credentials.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Alert Fatigue and Pager Noise Reduction Audit Prompt

  Audit your firing alerts to find the noisy, non-actionable, and duplicate pages that erode on-call trust — then cut, tune, or route them so every page that survives demands human action.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Alertmanager Notification Templates Prompt

  Write reusable Go notification templates for Alertmanager — custom subject/body for email, PagerDuty, webhooks, and generic receivers — with clean iteration over grouped alerts and safe defaults.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  apt / dpkg Broken Dependency Recovery Prompt

  Recover Debian/Ubuntu hosts stuck in half-configured packages, held broken dependencies, interrupted dpkg, or a wedged apt state — without nuking the system.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Bash Database Dump and Backup Automation Prompt

  Automate consistent, compressed, verified database dumps (Postgres/MySQL) with encryption, offsite upload, retention, and a restore drill — so backups are provably restorable, not just present.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Interactive TUI Menu with whiptail Prompt

  Wrap a risky operational script in a guided whiptail/dialog menu — checklists, confirmations, input validation, and a non-interactive flag — so on-call engineers run it safely at 3am without memorizing flags.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash Error Trap and Self-Diagnosing Script Prompt

  Add an ERR trap, line-number-aware error reporting, and an opt-in xtrace debug mode to a Bash script so failures print exactly where and why they died instead of a silent non-zero exit.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Single-Instance Lock with flock Prompt

  Guarantee a script runs as a single instance using flock, with stale-lock detection, PID tracking, and clean release on every exit path — so overlapping cron runs never collide.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  chrony / NTP Time Sync Troubleshooting Prompt

  Diagnose clock drift, offset, and sync failures with chrony (or ntpd) so TLS, Kerberos, logs, and distributed systems stop breaking from skewed time.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  CI/CD Pipeline Supply-Chain Hardening Prompt

  Harden a CI/CD pipeline against supply-chain attacks — pinned and least-privilege actions/runners, OIDC deploy auth, artifact signing and provenance (SLSA), and protected branches/environments.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Cinder Over-Subscription & Thin Provisioning Design Prompt

  Tune Cinder thin provisioning and over-subscription ratios safely — capacity reporting, max_over_subscription_ratio, reserved space, and scheduler capacity filters — so you maximize density without risking backend full-disk events that freeze every volume.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  cloud-init Debugging Prompt

  Diagnose why a cloud-init user-data run failed or produced the wrong result — parse logs, replay modules, and fix ordering, templating, and idempotency issues on first boot.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Cloud Storage Public-Exposure Audit Prompt

  Audit object storage (S3, GCS, Azure Blob) for public exposure — bucket policies, ACLs, account-level blocks, and access logging — and produce safe remediation that won't break legitimate access.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  CloudFormation StackSets Multi-Account Prompt

  Design CloudFormation StackSets to roll out baseline infrastructure and guardrails across many AWS accounts and regions with safe deployment waves and automatic Organizations enrollment.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Crossplane Composition Design Prompt

  Design Crossplane XRDs, Compositions, and Composition Functions that expose a clean, opinionated platform API while hiding cloud-provider sprawl from application teams.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Encryption-at-Rest & KMS Key Policy Review Prompt

  Review encryption-at-rest coverage and KMS key policies — find unencrypted data stores, over-broad key grants, missing rotation, and weak key separation — then tighten without losing access to data.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  fail2ban Brute-Force Protection Setup Prompt

  Design and tune fail2ban jails to block SSH and service brute-force attacks without locking out legitimate users, coordinating with nftables/firewalld.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD extends, YAML Anchors & !reference Prompt

  Refactor a sprawling .gitlab-ci.yml using extends:, hidden .jobs, YAML anchors, and the !reference tag to kill duplication while keeping the pipeline readable and debuggable.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Package Manager Cache Keys Prompt

  Design correct cache keys, fallback keys, and policies for npm/pnpm, Maven/Gradle, pip/Poetry, Go, and Bundler so dependency restores are fast, correct, and never stale across branches.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Catalog Component Authoring Prompt

  Design, version, and publish reusable CI/CD Catalog components (the modern replacement for copy-pasted include: snippets) with typed inputs, sane defaults, and a release workflow.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Compute Minutes Cost Control Prompt

  Audit and reduce GitLab compute-minute spend — right-size runner tags, kill redundant pipelines, cache aggressively, and put guardrails on the jobs quietly burning your quota.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Merge Trains Configuration Prompt

  Enable and tune Merge Trains so MRs merge in a verified order against the real target-branch state, eliminating broken-main races without serializing your whole team.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD OIDC Keyless Cloud Auth Prompt

  Replace long-lived AWS/GCP/Azure keys stored as CI variables with short-lived OIDC tokens minted per-job via id_tokens, scoped by branch, environment, and protected status.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD release: Keyword & Release Assets Prompt

  Automate GitLab Releases from CI using the release: keyword and release-cli — tag-triggered release creation, attached binary/SBOM assets, release notes, and links to packages and evidence.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Runner config.toml Executor Tuning Prompt

  Tune self-managed runner config.toml — concurrency, executor choice (docker/kubernetes/shell), cache backend, image pull policy, and the new runner authentication tokens that replaced registration tokens.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  GitOps for Infrastructure Prompt

  Design a GitOps workflow that reconciles cloud and platform infrastructure (not just app manifests) from Git using Flux/Argo plus an IaC operator, with safe drift handling and promotion.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Glance Multi-Store & Image Cache Design Prompt

  Architect Glance multi-store backends and the image cache — Ceph RBD vs file vs Swift stores, store priorities, copy-image, and per-compute caching — so instance boots are fast and image storage is placed cost-effectively.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Graceful Degradation and Degraded-Mode Playbook Prompt

  Design degraded-mode playbooks that keep core functionality alive when a dependency fails — feature flags to shed, fallbacks to serve, and explicit triggers for entering and exiting reduced service.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Heat Template (HOT) Authoring Best Practices Prompt

  Author maintainable, idempotent Heat Orchestration Templates — parameters, nested stacks, conditions, software deployments, and update policies — that deploy cleanly and update in place without destroying live resources.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Chart Testing with chart-testing & helm test Prompt

  Build a real test pyramid for a Helm chart — chart-testing (ct) lint/install in CI, helm unittest for template assertions, and in-cluster helm test hooks that verify the deployed release actually works.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Helm Umbrella & Library Charts Prompt

  Design Helm umbrella charts and shared library charts that compose subcharts, eliminate boilerplate via named templates, and keep values overrides sane across many services.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Umbrella Chart & Subchart Dependency Design Prompt

  Structure a Helm umbrella chart cleanly — manage subchart dependencies, value scoping and global values, conditions/tags, and dependency version pinning without the values.yaml turning into an unmaintainable swamp.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Cross-Tool IaC Migration Prompt

  Plan and execute a migration between IaC tools (e.g. CloudFormation→Terraform, Terraform→Pulumi, or into Crossplane) by importing existing resources without destroying live infrastructure.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Terraform / IaC Misconfiguration Scan Triage Prompt

  Triage and remediate findings from tfsec, Checkov, or Trivy IaC scans across Terraform/CloudFormation — separate real risk from noise, write fixes, and add policy-as-code guardrails.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Reusable IaC Module Design Prompt

  Design reusable, composable infrastructure modules with clean interfaces, sane defaults, and versioning so platform teams ship paved roads instead of copy-pasted IaC.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  IaC Testing Strategy Prompt

  Build a layered automated testing strategy for infrastructure code — static analysis, unit/contract tests, ephemeral integration tests, and post-apply verification — that catches regressions before production.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Commander Handoff for Long-Running Incidents Prompt

  Build a clean IC-to-IC handoff for multi-hour or overnight incidents so context, decisions, and open threads transfer without dropping the ball or re-litigating settled calls.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Incident Forensic Logging Readiness Review Prompt

  Assess whether your logging and telemetry would actually support a security investigation — coverage, retention, integrity, and time-sync — and close the gaps before an incident, not during one.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Incident Response Maturity Readiness Audit Prompt

  Assess your incident-response program against a maturity model across detection, response, comms, learning, and tooling — then get a prioritized 90-day improvement roadmap.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Response On-Call Onboarding Curriculum Prompt

  Design a structured, week-by-week onboarding curriculum that takes a new engineer from zero to confident shadow-to-primary on-call, with shadowing milestones, reading lists, and a sign-off checklist.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Tabletop Exercise Script Builder Prompt

  Generate a discussion-based tabletop exercise — injects, facilitator script, decision points, and a hotwash debrief — to stress-test your incident process without touching production.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Kolla-Ansible Rolling Upgrade Orchestration Prompt

  Plan and execute a zero-downtime Kolla-Ansible release-to-release upgrade — image bumps, DB schema sync, control-plane rolling restarts, and per-service upgrade ordering — with verified rollback points at each phase.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Cilium eBPF Network Policy & Hubble Observability Prompt

  Move beyond basic NetworkPolicy to Cilium's eBPF dataplane — author L3/L4/L7 CiliumNetworkPolicies, use Hubble to see real flows and policy drops, and adopt identity-based segmentation instead of IP-based rules.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Cost Allocation with OpenCost / Kubecost Prompt

  Stand up workload-level cost visibility on Kubernetes — map spend to namespaces, teams, and labels with OpenCost/Kubecost, build a chargeback/showback model, and turn cost data into right-sizing and idle-capacity actions.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Descheduler Strategy & Rebalancing Prompt

  Design and tune a Kubernetes Descheduler configuration to fix node imbalance, evict pods violating affinity/topology rules, and reclaim stranded capacity — without fighting your autoscaler or HPA.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes External Secrets Operator Design Prompt

  Sync secrets from a real secret store (Vault, AWS/GCP/Azure secret managers) into Kubernetes with External Secrets Operator — design SecretStores, ExternalSecrets, refresh/rotation, and a least-privilege access model that keeps plaintext out of Git.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes KEDA Event-Driven Autoscaling Prompt

  Scale Kubernetes workloads on real event sources — queue depth, Kafka lag, cron, Prometheus queries — with KEDA, including scale-to-zero, ScaledObject/ScaledJob design, and avoiding flapping or stuck consumers.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Multi-Tenancy & Hierarchical Namespaces Design Prompt

  Design a soft multi-tenancy model on a shared Kubernetes cluster — tenant boundaries with hierarchical namespaces (HNC) or vCluster, propagated policy, isolation depth, and a clear threat model for what 'tenant' actually means.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Kubernetes RBAC Least-Privilege Review Prompt

  Audit Kubernetes RBAC — Roles, ClusterRoles, bindings, and ServiceAccounts — to find overly broad grants, dangerous verbs, and privilege-escalation paths, then tighten to least privilege.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Workload Identity & IRSA Hardening Prompt

  Replace long-lived cloud credentials in pods with short-lived federated identity — IRSA on EKS, Workload Identity on GKE, or Azure Workload Identity — and audit ServiceAccount token usage for over-broad trust.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  Linux File Permissions & ACL Audit Prompt

  Audit and fix file ownership, mode bits, setuid/setgid, sticky bits, umask, and POSIX ACLs so shared directories work without world-writable security holes.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Multipath & SAN Storage Troubleshooting Prompt

  Diagnose device-mapper multipath issues — flapping paths, wrong path policy, missing LUNs, and dm-multipath/SAN faults — on iSCSI or Fibre Channel attached storage.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Swap & Swappiness Tuning Prompt

  Decide how much swap to configure, tune vm.swappiness and friends, and stop swap-thrash or premature OOM kills on memory-pressured Linux servers.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux ulimit & File Descriptor Limits Prompt

  Diagnose and raise process resource limits — open files, processes, memlock — fixing 'Too many open files' across systemd units, PAM logins, and containers.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Zombie & Orphan Process Forensics Prompt

  Track down zombie (defunct) processes, runaway orphans, and broken parent-reaping so process tables don't fill and services stop leaking children.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Live Incident Executive Briefing Generator Prompt

  Turn the noisy incident channel into a crisp, recurring executive briefing — current impact, what we know, what we're doing, and the next update time — without leaking raw engineering chatter to leadership.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  logrotate Configuration & Log Growth Review Prompt

  Audit and design logrotate rules so /var never fills, logs are rotated/compressed/retained sanely, and post-rotate signaling doesn't break long-running daemons.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  ML2/OVS to OVN Migration Planning Prompt

  Plan a phased migration from Neutron ML2/OVS (with L3/DHCP agents) to OVN — control-plane mapping, agent-to-OVN-controller equivalence, data-plane cutover, and feature-parity gaps — with a tested rollback at each step.

  • Claude
  • ChatGPT
  Open prompt
• Reduce MTTR with AI Advanced

  MTTR Phase Decomposition and Bottleneck Analysis Prompt

  Break MTTR into its constituent phases — detect, acknowledge, diagnose, mitigate, resolve — to find where time actually goes and target the slowest stage with concrete fixes.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Neutron L3 Agent & DVR Routing Design Prompt

  Design and validate a Neutron L3 routing topology — centralized vs distributed (DVR) vs HA routers, L3 agent placement, network-node bottlenecks, and SNAT/north-south traffic paths — for predictable east-west and external connectivity.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Nova Compute Service Down Recovery Prompt

  Diagnose and recover nova-compute hosts that show as down in the service list — agent crashes, RabbitMQ heartbeat loss, clock skew, hypervisor lockups — without stranding instances or triggering false-positive evacuations.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Octavia Amphora Image Build & Rotation Prompt

  Build, test, and rotate Octavia Amphora images safely — diskimage-builder pipelines, image tagging, certificate rotation, and rolling amphora replacement — so load balancers stay current and secure without dropping tenant traffic.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Packer + Ansible Provisioner Pipeline Prompt

  Combine Packer and Ansible to build immutable golden images where Ansible roles do the in-image configuration, with shared roles between image-build and runtime, fast caching, and validation.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Client Instrumentation Prompt

  Instrument an application with a Prometheus client library — choosing counters/gauges/histograms/summaries, label design, the RED/USE methods, and avoiding cardinality and naming mistakes at the source.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Federation Hierarchy Prompt

  Design a hierarchical or cross-service Prometheus federation topology — global aggregation, per-datacenter shards, /federate match[] selectors, and the trade-offs versus remote-write.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  Prometheus Metric Naming Conventions Prompt

  Define and enforce a metric and label naming standard across teams — base units, suffixes, namespacing, label conventions, and a CI linter to keep new metrics consistent.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Relabeling Rules Prompt

  Author and debug relabel_configs and metric_relabel_configs to filter targets, rewrite labels, drop expensive series, and normalize metadata before and after scraping.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Rule Group Evaluation Order Prompt

  Structure recording and alerting rule groups so dependent rules evaluate in the right order, intervals are sized correctly, and evaluation latency stays bounded.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Vector Matching & Joins Prompt

  Master many-to-one and one-to-many PromQL joins using on, ignoring, group_left, and group_right to enrich metrics with metadata or combine series across metric names.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Typed Component Resources Prompt

  Design reusable Pulumi ComponentResources in a real programming language — typed inputs/outputs, secret handling, stack references, and tests — to build a typed platform SDK for your teams.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Idempotent ETL Pipeline Prompt

  Build a restartable extract-transform-load script with checkpointing, idempotent upserts, batching, and dead-letter handling so a mid-run failure resumes instead of double-loading.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Heartbeat and Dead Man's Switch Prompt

  Instrument a scheduled job to ping a heartbeat URL on success and alert when it goes silent — turning 'the cron job stopped running and nobody noticed' into a paged alert within minutes.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Log Tailer and Pattern Alerter Prompt

  Build a long-running script that tails log files or journald, matches patterns, debounces and rate-limits, and fires alerts — a lightweight 'grep for trouble and notify me' daemon without a full logging stack.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Object Storage Sync Script Prompt

  Write a resumable one-way sync to S3-compatible object storage — checksum-based change detection, multipart uploads, concurrency, dry-run, and delete-extras guardrails — without shelling out to the aws CLI.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Structured Logging for Automation Scripts Prompt

  Add production-grade structured logging to a Python automation script — JSON logs, correlation IDs, levels, redaction of secrets, and rotation — so cron and systemd runs are debuggable after the fact.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  RabbitMQ Performance Tuning for OpenStack Prompt

  Tune RabbitMQ for an OpenStack control plane — queue/HA policies, connection and channel limits, heartbeats, prefetch, memory/flow-control watermarks, and durable vs transient reply queues — so RPC stays fast and the broker never wedges under load.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Secrets Management Architecture Design Prompt

  Design a centralized secrets-management architecture (Vault or cloud secret manager) — storage, dynamic credentials, access policy, injection, rotation, and break-glass — for an existing stack.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Similar Past Incidents Finder Prompt

  During or after an incident, mine your postmortem archive for prior incidents with the same fingerprint — symptoms, service, root cause family — so you reuse known mitigations instead of rediscovering them.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack App Distribution & Multi-Workspace OAuth Prompt

  Design a publicly distributable Slack app: OAuth v2 install flow, per-workspace token storage, App Directory submission readiness, and tenant isolation for a SaaS bot.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack App Home Tab Personalized Surface Prompt

  Design a Slack App Home tab that gives each user a personalized, always-current dashboard — on-call status, owned services, pending approvals — published via views.publish.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Bot Testing & API Mocking Strategy Prompt

  Design a test strategy for a Slack app: unit-test handlers with mocked payloads, mock the Slack Web API, replay signed events, and run contract tests in CI without hitting real Slack.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Deployment Approval Gate for CI/CD Prompt

  Build a Slack-driven manual approval gate that pauses a CI/CD pipeline, posts deploy context to a channel, and resumes or aborts based on an authorized approver's button click.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack LLM Agent Bot with Safe Function Calling Prompt

  Design a Slack bot backed by an LLM that uses tool/function calling to run real operational actions, with guardrails, confirmation steps, and scoped permissions.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Outage Resilience & Graceful Degradation Prompt

  Design fallback paths for when Slack itself is degraded or down — so alerts, approvals, and incident comms don't silently fail when your primary ChatOps surface is unavailable.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Scheduled Messages & Reminders Automation Prompt

  Design reliable time-based Slack messaging using chat.scheduleMessage and reminders for recurring posts, deadline nudges, and follow-ups — with cancellation and timezone correctness.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Global & Message Shortcuts Design Prompt

  Design Slack global shortcuts and message (context-menu) shortcuts that launch modals and workflows, distinct from slash commands, with clean UX and payload handling.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack User Group Mention & Ownership Routing Prompt

  Use Slack user groups (@-mentionable handles) to route alerts and requests to the owning team, kept in sync with your service catalog so the right humans are paged in-channel.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  snmp_exporter dot1qTpFdbPort & Network Metrics

  Configure the Prometheus snmp_exporter for switches, routers, firewalls and UPSes — generator.yml modules, MIB walks (incl. BRIDGE-MIB dot1qTpFdbPort), v2c/v3 auth, and clean OID-to-label mapping.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Adaptive Card Action.Execute Backend Wiring Prompt

  Design the bot-side backend that handles Adaptive Card Action.Execute invoke activities — returning refreshed cards, inline errors, and auto-loading indicators without bouncing users to a browser.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot Waterfall Dialog for Incident Intake Prompt

  Design a stateful, multi-step conversational dialog that walks a reporter through structured incident intake — severity, affected service, impact, and reproduction — then files the ticket.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot & Webhook Security Hardening Prompt

  Harden inbound Teams bot and outgoing-webhook endpoints with JWT validation, HMAC signature checks, replay protection, and tenant allow-listing before they reach production.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Declarative Copilot Agent for Ops Prompt

  Design a declarative agent (Copilot extension) for Teams that answers ops questions grounded in your runbooks, dashboards, and incident history via instructions and API plugin actions.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Meeting AI Insights Extraction via Graph Prompt

  Use the Microsoft Graph online-meeting AI insights API to pull meeting notes, action items, and mention events automatically into your incident tracker.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Link Unfurling Message Extension Prompt

  Build a message extension that auto-unfurls pasted incident, PR, dashboard, and runbook URLs into rich Adaptive Card previews directly in the Teams compose box.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Power Automate Deployment Gate Approval Prompt

  Build a Power Automate flow that pauses a CI/CD pipeline on a Teams approval, enforces approver policy and timeouts, and writes the decision back to the pipeline.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Stage View Collaborative Runbook Prompt

  Use Teams collaborative stage view and live-share so an incident channel can open a runbook full-screen and step through it together in real time during a war room.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Channel Tab SPA & Deep Linking Prompt

  Build a configurable channel tab single-page app for Teams with proper context handling, theming, SSO, and deep links that jump users to a specific incident or runbook view.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Brownfield Adoption Prompt

  Bring existing, hand-built cloud infrastructure under Terraform management safely — discovery, prioritized import waves, codegen, reconciling drift, and proving the first plan is a clean no-op.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Change Blast Radius Analysis Prompt

  Before approving a Terraform PR, quantify the blast radius — which resources replace vs update in place, hidden cascade effects, downtime windows, and cross-module ripple — so reviewers approve with eyes open.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Dependency Lock File Management Prompt

  Tame the `.terraform.lock.hcl` file — multi-platform hashes, controlled provider bumps, CI verification with `-lockfile=readonly`, and resolving the merge conflicts and 'checksum not in lock' errors that follow.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Drift Remediation Runbook Prompt

  Turn detected drift into a safe, decision-driven remediation runbook — classify each drift, decide code-wins vs reality-wins, handle out-of-band changes, and codify guardrails so the same drift doesn't recur.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Locals & Expression Readability Prompt

  Refactor gnarly Terraform expressions into clear, testable locals — taming nested for/conditionals, flatten/setproduct patterns, type coercion, and the unreadable one-liners that hide bugs.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Module Output Contracts Prompt

  Design stable, well-typed module outputs that downstream modules can depend on — output naming, sensitive marking, object vs flat outputs, and versioning the contract so consumers don't break on every refactor.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Module Registry Publishing Prompt

  Publish a reusable module to a public or private registry the right way — repo naming and structure, semantic version tags, examples and docs, automated release, and a consumer-friendly versioning policy.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Provisioners & local-exec Escape Hatch Prompt

  Decide when (rarely) to use Terraform provisioners and how to do it safely — local-exec vs remote-exec vs null_resource, idempotency, failure handling, and the native alternatives that almost always beat them.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform State Encryption at Rest Prompt

  Design end-to-end encryption for Terraform state — backend-side KMS, OpenTofu native state encryption, secrets that leak into state, and a key-rotation plan that won't lock you out.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Thanos Compactor & Downsampling Prompt

  Configure and troubleshoot the Thanos Compactor — compaction levels, 5m/1h downsampling, retention per resolution, and the deduplication and halt pitfalls that corrupt object storage.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  WAF & OWASP Rule Tuning Review Prompt

  Review and tune a Web Application Firewall (ModSecurity/CRS, AWS WAF, Cloudflare) — cut false positives, close coverage gaps against the OWASP Top 10, and roll out rules safely in count-then-block mode.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Workload Identity & Service Account Hardening Prompt

  Harden how non-human workloads authenticate to cloud and Kubernetes — replace long-lived keys with federated/workload identity, scope service accounts tightly, and kill standing credentials.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Alert Triage Decision-Tree Builder Prompt

  Turn a noisy alert stream into a deterministic, branching triage decision tree that any on-call engineer can follow to classify, route, and act on alerts in under a minute.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Alertmanager Inhibition & Silence Strategy Prompt

  Design inhibition rules and silences that suppress downstream noise — when a node dies, don't also page for every pod on it — without ever muting the alert that actually matters.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Async Concurrent HTTP Poller with asyncio and httpx Prompt

  Build a fast, bounded-concurrency async poller/fetcher that hits many endpoints with asyncio and httpx, with rate limiting, retries, timeouts, and structured results.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Audit & Logging Policy Design Prompt

  Design a defensible audit-logging policy — what security events to capture, tamper-resistant retention, and high-value detection signals — so you can answer 'who did what, when' during an incident.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  auditd Rule-Set Design Prompt

  Design a focused, low-noise Linux auditd rule-set that captures the events that actually matter for forensics and compliance without drowning the audit log in irrelevant syscalls.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Convert awk/sed Log One-Liners to a Maintainable Script Prompt

  Refactor a pile of clever-but-unreadable awk/sed log-parsing one-liners into a single documented, testable script with named fields, clear stages, and proper error handling.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Backup and Restore Script with Rotation and Verification Prompt

  Build a self-contained backup script that produces consistent, verified, rotated backups and a tested restore path — checksums, retention (GFS), encryption, and a restore drill so backups are provably recoverable.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Bash Argument Parsing Scaffold Prompt

  Generate a robust bash CLI scaffold with getopts plus hand-rolled long-option parsing, --help/--version, validation, and sensible defaults — production-grade rather than a brittle positional hack.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash Strict Mode Script Scaffold Prompt

  Generate a production-grade Bash script skeleton with strict mode, trap-based cleanup, structured logging, and argument parsing so every new script starts hardened instead of being retrofitted later.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Bastion / Jump-Host Hardening Review Prompt

  Review a bastion/jump host for excess exposure and weak controls, then harden it into a minimal, heavily logged, single-purpose gateway with session recording and tight forwarding rules.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Testing Automation Scripts with bats and pytest Prompt

  Add real automated tests to Bash and Python scripts using bats-core and pytest — mocking external commands, asserting exit codes and output, and covering the error paths so refactors stop breaking production jobs.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Advanced

  Blameless Root Cause Analysis Facilitation Prompt

  Facilitate a rigorous blameless RCA that separates contributing factors from blame, surfaces systemic gaps, and produces durable action items — not a name-and-shame report.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Beginner

  Blameless Retrospective Facilitation Guide Prompt

  Generate a facilitator's guide for running a blameless post-incident retrospective meeting — agenda, timeboxes, psychological-safety techniques, probing questions, and the artifacts to leave with.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Cinder Multi-Backend & Volume-Type Design Prompt

  Design Cinder multi-backend storage with sane volume types, extra-specs, QoS, and scheduler hints — so volumes land on the right backend (Ceph, LVM, NetApp) and the cinder-scheduler stops sending them to the wrong place.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  CIS Benchmark Compliance Assessment Prompt

  Interpret CIS Benchmark scan results for Linux hosts or Kubernetes, prioritize the findings that matter, and produce safe remediation with rollback — without breaking workloads chasing a perfect score.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Cloud IAM Privilege-Escalation Path Review Prompt

  Audit cloud IAM for privilege-escalation paths and missing permission boundaries — finding the chained permissions that let a low-privilege identity become admin — and harden them.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  cloud-init Bootstrap Configuration Prompt

  Write safe, idempotent cloud-init user-data that bootstraps instances on first boot — users, packages, mounts, network, and a config-management handoff — without secrets leaking into metadata.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  CloudFormation Template Review Prompt

  Review a CloudFormation (or CDK-synthesized) template for correctness, drift resistance, and safe updates — intrinsic functions, change-set surprises, deletion policies, and the resources that recreate when you least expect it.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Container Image Vulnerability Scan Triage Prompt

  Turn noisy Trivy/Grype container image scan output into a prioritized, actionable remediation plan — separating reachable, fixable CVEs from base-image noise and false positives.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Corrective Action Remediation Prioritization Prompt

  Turn a messy list of post-incident action items into a prioritized, sequenced remediation plan that balances risk reduction against engineering cost and prevents the same failure from recurring.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Cron to systemd Timer Migration Prompt

  Convert legacy crontab and /etc/cron.d jobs into systemd service+timer pairs with proper logging, failure handling, randomized delays, and dependency ordering.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Customer Impact Assessment During an Active Incident Prompt

  Rapidly quantify who and what is affected during a live incident — segments, transactions, revenue, and SLA exposure — so severity, comms, and prioritization are grounded in real blast radius rather than gut feel.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Data-Loss and Data-Corruption Incident Runbook Prompt

  Produce a careful, step-by-step runbook for handling a live data-loss or data-corruption incident — stopping the bleeding, preserving evidence, validating backups, and recovering without amplifying the damage.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Dependency CVE Triage & Prioritization Prompt

  Turn a noisy dependency vulnerability scan into a ranked, actionable remediation plan using reachability, exploitability, and exposure — instead of chasing every red CVE.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Destructive Operation Guard Wrapper Prompt

  Build a safety wrapper around destructive commands (rm, drop, terraform destroy) with dry-run by default, typed confirmation, scope guards, and an audit trail so a stray script can't nuke prod.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Intermediate

  Detailed Postmortem Document Generator Prompt

  Generate a complete, publication-ready postmortem document from raw incident data — narrative timeline, impact quantification, contributing factors, and tracked action items in a consistent template.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  DNS Security & Resolver Hardening Review Prompt

  Review DNS posture for DNSSEC validation gaps, open/recursive resolver exposure, and missing encrypted transport, then harden resolvers and zones against spoofing and exfiltration.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Dotfiles and Workstation Bootstrap Installer Prompt

  Generate an idempotent bootstrap script that sets up a fresh workstation — installs packages, symlinks dotfiles, and configures shells/tools — safely re-runnable, backing up existing files instead of clobbering them, across macOS and Linux.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Egress Filtering & Outbound Control Policy Prompt

  Design a default-deny egress policy that controls outbound traffic from servers and clusters — allowlisting required destinations, proxying egress, and detecting exfiltration and C2 beaconing.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Error Budget Policy and SLO Response Prompt

  Design an error-budget policy and a tiered SLO-breach response after a service suffers repeated incidents — define burn-rate triggers, freeze rules, and the escalation path that converts budget burn into action.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Escalation Matrix and On-Call Policy Builder Prompt

  Design an escalation matrix and on-call escalation policy that routes incidents to the right responder at the right time, with sane timeouts, fallbacks, and severity-based skip-levels so nothing dies unacknowledged at 3am.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  fail2ban Brute-Force Protection Tuning Prompt

  Review and tune fail2ban jails to stop credential-stuffing and brute-force attempts without locking out legitimate users, with sane bantimes, allowlists, and persistent banning.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  File Integrity Monitoring with AIDE/Tripwire Prompt

  Design and tune a file integrity monitoring deployment (AIDE or Tripwire) that detects tampering of critical files while staying quiet about expected churn like logs, caches, and package updates.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Firewall & Network Egress Hardening Review Prompt

  Audit and tighten host and cloud firewall rules — nftables/iptables, security groups, NACLs — toward default-deny ingress and controlled egress, eliminating overly broad 0.0.0.0/0 exposure.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Five Whys and Causal Tree Analysis Prompt

  Drive a disciplined contributing-factors analysis using 5 Whys and causal trees that resists single-root-cause oversimplification and exposes the multiple interacting factors behind a failure.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  GameDay Chaos Scenario Design Prompt

  Design a safe, hypothesis-driven GameDay or chaos-engineering exercise grounded in your real incident history — with steady-state metrics, fault injections, blast-radius limits, abort criteria, and learning goals.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD DORA Metrics & Pipeline Instrumentation Prompt

  Instrument pipelines to feed accurate DORA metrics — deployment frequency, lead time, change failure rate, and MTTR — using GitLab environments, deployment APIs, and incident links.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Dynamic Child Pipeline Generation Prompt

  Generate `.gitlab-ci.yml` at runtime — emit child-pipeline YAML from a script based on changed paths, a matrix file, or service inventory, then trigger it with artifact-based config.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitHub Actions to GitLab CI/CD Migration Prompt

  Convert GitHub Actions workflows into `.gitlab-ci.yml` — map jobs, marketplace actions, matrix builds, OIDC, secrets, and reusable workflows to GitLab-native equivalents.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Interruptible & Auto-Cancel Redundant Pipelines Prompt

  Stop burning runner minutes on superseded pipelines — design interruptible jobs, auto-cancel-on-new-commit settings, and safe non-interruptible boundaries around deploys and migrations.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  Jenkins to GitLab CI/CD Migration Prompt

  Translate Jenkinsfiles and freestyle jobs into idiomatic `.gitlab-ci.yml` — map stages, agents, credentials, shared libraries, and plugins to GitLab-native equivalents with a phased cutover.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Parallel Matrix Test Sharding Prompt

  Split a slow test suite across runners with `parallel:matrix` and `parallel: N` — balance shards, merge coverage and JUnit reports, and avoid flaky cross-shard ordering.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD Resource Group Deployment Concurrency Prompt

  Serialize deploys to a shared environment with `resource_group` — prevent overlapping rollouts, pick the right process mode, and avoid stuck/oldest-first ordering surprises.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab CI/CD Scheduled Pipelines & Nightly Jobs Prompt

  Design scheduled pipelines for nightly builds, cron jobs, and periodic maintenance — gate jobs on `$CI_PIPELINE_SOURCE == 'schedule'`, pass schedule variables, and avoid duplicate-trigger waste.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Semantic Release & Changelog Automation Prompt

  Automate versioning and releases — derive SemVer from Conventional Commits, generate a changelog, create the GitLab Release + Git tag, and publish artifacts, all from a protected pipeline.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD `services:` & Docker-in-Docker Integration Testing Prompt

  Stand up databases, brokers, and dependent containers as CI `services:` (or via DinD) for integration tests — health-gating, aliases, networking, and isolation per job.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Grafana Mimir Multi-Tenant Operations Prompt

  Operate Grafana Mimir at scale — tenant isolation, per-tenant limits, ingester/store-gateway sharding, compaction, and remote-write onboarding without one tenant starving the rest.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Helm Chart Generator & Refactor Prompt

  Generate a production-grade Helm chart from scratch or refactor a messy one — sane values schema, templating helpers, sub-charts, hooks, and upgrade safety — without hardcoding environment-specific cruft.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Helm to Kustomize Migration Prompt

  Plan and execute a migration from Helm templating to Kustomize overlays — or a deliberate hybrid — keeping environment differences declarative and avoiding a big-bang rewrite that drifts from production.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm values.schema.json Authoring Prompt

  Generate a strict JSON Schema for a Helm chart's values so bad inputs fail at `helm install` time with clear errors, not as a broken Deployment 90 seconds later.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  IaC Drift Detection & Reconciliation Prompt

  Build a cross-tool strategy to detect and reconcile drift between declared IaC and live infrastructure — scheduled detection, classification of drift causes, and a safe path back to convergence without nuking out-of-band fixes.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  IaC Secrets Management Strategy Prompt

  Design how secrets flow through IaC across tools — keep them out of code and state, inject at deploy/runtime via a secrets manager, and rotate without manual re-deploys.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Action Item Tracking Prompt

  Turn postmortem findings into tracked, accountable action items that actually get done — with clear owners, acceptance criteria, prioritization, and a cadence that closes the loop instead of letting them rot.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident Bridge Facilitation Script Prompt

  Generate a facilitation script that keeps a live incident bridge (conference call) focused, time-boxed, and productive — controlling cross-talk, driving updates, and capturing decisions in real time.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Metrics Trend Analysis Prompt

  Analyze a portfolio of past incidents to surface MTTR, MTTD, and frequency trends, segment by service and cause, and recommend the highest-leverage interventions to bend the curves.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Severity Classification Rubric Prompt

  Design a clear, defensible SEV classification rubric that on-call engineers can apply in seconds under pressure — with crisp boundaries, escalation triggers, and downgrade rules.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  Incident Status Page Communications Prompt

  Draft clear, honest, and consistent status-page updates and customer comms across the lifecycle of an incident — from investigating to resolved — without over-promising or leaking internals.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Incident Timeline Reconstruction Prompt

  Reconstruct an accurate, evidence-backed incident timeline from scattered logs, deploys, pages, and chat — disambiguating timezones and correlating cause with effect for the postmortem.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Inotify File Watcher Action Script Prompt

  Generate a reliable inotifywait-based watcher that triggers an action on file/directory changes, with event debouncing, recursive watching, atomic-write handling, and a systemd unit so it survives reboots.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  journald Storage & Retention Tuning Prompt

  Tune systemd-journald storage, rotation, rate-limiting, and forwarding so logs survive reboots, stop filling the disk, and don't drop bursts during incidents.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  jq JSON and YAML Transformation Pipeline Prompt

  Design a robust jq-based pipeline to filter, reshape, and merge JSON (and YAML via yq) with safe defaults, null handling, and a stored filter file so the transformation is reviewable and testable rather than an inscrutable inline blob.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Kubernetes Pod Security Standards Review Prompt

  Review a Kubernetes cluster's workloads against the Pod Security Standards (baseline/restricted) and produce a phased enforcement plan that won't break running apps.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Kernel Lockdown & Secure Boot Hardening Prompt

  Review and harden a Linux host's boot-chain integrity — Secure Boot, kernel lockdown mode, and module signing — so unsigned or malicious code cannot load into the kernel.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Keystone Service Catalog & Endpoint Debug Prompt

  Fix broken service-catalog and endpoint problems — clients hitting internal URLs from outside, wrong regions, missing endpoints, SSL/hostname mismatches, and 'public endpoint not found' errors after a deploy or TLS change.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Image Signing & Admission Verification Prompt

  Design a supply-chain gate that only admits cosign-signed, attested container images into the cluster — keyless Sigstore, policy-controller/Kyverno verification, and a safe rollout that won't lock you out.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Multi-Cluster Config Drift Detection Prompt

  Find and remediate configuration drift across a fleet of Kubernetes clusters — versions, add-ons, RBAC, policies, and namespace conventions — so 'works in cluster A, broken in cluster B' stops happening.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes PodDisruptionBudget Design Prompt

  Design PDBs that keep enough replicas serving during voluntary disruptions (node drains, upgrades, autoscaler scale-down) without accidentally blocking maintenance forever.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Liveness, Readiness & Startup Probe Design Prompt

  Design probes that fail fast on real problems but never restart-loop a healthy-but-slow app — separating readiness from liveness, sizing startup probes for slow boots, and avoiding cascading restarts.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Stuck Terminating & Finalizer Debug Prompt

  Diagnose and safely unstick namespaces, pods, and CRs frozen in Terminating — find the responsible finalizer or controller before reaching for the dangerous force-delete.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Taints, Tolerations & Node Bin-Packing Prompt

  Design a node-pool strategy with taints, tolerations, and affinity that isolates workloads (GPU, spot, system) and bin-packs efficiently without stranding capacity or causing unschedulable pods.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Request Right-Sizing from Prometheus History Prompt

  Turn weeks of Prometheus usage history into safe, cost-aware CPU/memory request and limit recommendations per workload — without triggering OOMKills or throttling regressions.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Least-Privilege IAM Policy Review Prompt

  Right-size over-permissioned cloud IAM — strip wildcard actions, scope resources, eliminate privilege-escalation paths, and replace static keys with short-lived roles, using actual usage data.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Log Rotation and Cleanup Script Prompt

  Generate a safe disk-cleanup and log-rotation script that prunes old logs and artifacts by age and size with dry-run, locking, and guardrails so it never deletes the wrong directory or fills the disk mid-run.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  LVM Thin Provisioning & Online Resize Planning Prompt

  Plan LVM thin pools and online filesystem grows safely — pool sizing, metadata, overprovisioning monitoring, and a step-by-step PV→VG→LV→filesystem resize that won't lose data.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Migrate Bash to Python Prompt

  Convert an overgrown, hard-to-maintain Bash script into clean, testable Python — preserving behavior while replacing fragile string-munging, brittle error handling, and unquoted expansions with structured, idiomatic code.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  mTLS Service-to-Service Authentication Design Prompt

  Design mutual-TLS authentication between internal services — certificate issuance, rotation, trust domains, and enforcement — so workloads prove identity to each other under a default-deny model.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Multi-Audience Incident Comms Templates Prompt

  Produce a coordinated set of incident communication templates tuned for three distinct audiences — internal responders, executives, and customers — so one source of truth fans out without contradicting itself.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Multi-Environment IaC Promotion Pipeline Prompt

  Design a dev → stage → prod promotion pipeline for infrastructure where the same code ships to every environment, differences live in config, and prod changes are reviewed, gated, and reversible.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Neutron OVS Dataplane & Flow Trace Prompt

  Trace a packet through the Open vSwitch dataplane — br-int, br-tun, br-ex, VLAN/VXLAN tagging, and OpenFlow tables — to find where tenant traffic is silently dropped in an ML2/OVS deployment.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  nftables Firewall Ruleset Review & Rewrite Prompt

  Audit a messy iptables/nftables ruleset for gaps, shadowed rules, and default-allow leaks, then produce a clean, default-deny nftables rewrite with stateful tracking and logging.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  node_exporter Textfile Collector Prompt

  Expose custom host-level metrics — backup freshness, cert expiry, cron job results, hardware checks — through the node_exporter textfile collector with correct format, atomic writes, and staleness handling.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Nova Instance Stuck-State Recovery Prompt

  Recover instances stuck in ERROR, BUILD, REBOOT, DELETING, or task_state limbo — reconcile the Nova DB state with the actual libvirt domain, and reset state safely without orphaning resources.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Nova Placement & Resource Provider Debug Prompt

  Diagnose why the Placement service reports the wrong capacity — phantom allocations, stale resource providers, inventory/allocation-ratio mismatches, and 'No valid host' failures rooted in Placement rather than the Nova scheduler filters.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Beginner

  On-Call Handoff Workflow Design Prompt

  Design a crisp on-call shift handoff that transfers context, open incidents, and watch-items without dropping the ball — plus a sustainable rotation that fights burnout.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  On-Call Health and Burnout Review Prompt

  Assess on-call load and burnout risk from incident and paging data, identify the noisiest sources and most-burdened engineers, and recommend concrete changes to make the rotation humane and sustainable.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  OpenStack-Ansible Deployment Debug Prompt

  Debug failing OpenStack-Ansible (OSA) playbook runs — LXC container issues, inventory/group_vars problems, repo-build and venv failures, and idempotency breaks — to get a clean converge on deploy or upgrade.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  OpenStack Floating IP & SNAT Debug Prompt

  Diagnose broken north-south connectivity — floating IPs that don't reach instances, missing SNAT for outbound traffic, and router namespace problems across centralized L3 and DVR deployments.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  OpenStack Quota Management & Reconciliation Prompt

  Design and audit project/domain quotas across Nova, Neutron, Cinder, and Placement — fix drifted usage counters, tier quotas sensibly, and stop 'Quota exceeded' errors that don't match real consumption.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Operational Runbook Generator Prompt

  Turn tribal knowledge into a battle-tested operational runbook that a first-time responder can execute safely at 3am — with verification steps, rollback paths, and escalation off-ramps.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Packaging a Python CLI with pyproject.toml and Entry Points Prompt

  Turn a Python script into a properly packaged, installable CLI using pyproject.toml, console entry_points, src layout, versioning, and a clean build/distribution workflow.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Packer Golden Image Pipeline Prompt

  Design a Packer build that produces hardened, reproducible golden machine images across clouds — provisioners, versioning, CVE scanning, and a bake-vs-boot decision framework.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Paging Policy and Escalation Tuning Prompt

  Audit and redesign PagerDuty/Opsgenie escalation policies to cut needless 3am pages while guaranteeing real incidents always reach a human fast — balancing reliability against on-call health.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  PAM & MFA Authentication Policy Review Prompt

  Review a Linux host's PAM stack and multi-factor configuration to close authentication gaps — weak password policy, missing MFA, lockout bypasses, and dangerous module ordering.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Parallel Job Execution with xargs and GNU Parallel Prompt

  Turn a serial shell loop into a controlled parallel pipeline using xargs -P or GNU parallel, with bounded concurrency, per-job logging, fail-fast vs collect-errors modes, and correct quoting.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Policy-as-Code with OPA & Conftest Prompt

  Author Rego policies that gate IaC in CI — Conftest against Terraform plans, Kubernetes manifests, and Dockerfiles — with clear messages, exemptions, and a graduated enforce strategy that doesn't block every PR on day one.

  • Claude
  • ChatGPT
  Open prompt
• Post Mortems with AI Beginner

  Postmortem to Knowledge Base Article Prompt

  Transform an internal postmortem into a polished, shareable knowledge-base article or engineering blog post — preserving the durable lessons while stripping sensitive details and adding context for a wider audience.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Metric Cardinality Control Prompt

  Find, quantify, and kill the high-cardinality label combinations that bloat your TSDB, blow up memory, and slow queries — then put guardrails in place so it never regresses.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Dead-Man's-Switch & absent() Alerts Prompt

  Build the alerts that fire when metrics STOP arriving — scrape failures, missing targets, silent exporters, and a watchdog that proves your whole alerting pipeline is alive end to end.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Native Histograms Migration Prompt

  Plan and execute the move from classic bucketed histograms to native (sparse) histograms — instrumentation changes, dual-emit rollout, query rewrites, and the storage/accuracy tradeoffs.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Operator ServiceMonitor & PodMonitor Prompt

  Author and debug ServiceMonitor/PodMonitor/PrometheusRule CRDs for the Prometheus Operator so scrapes actually get discovered, with the right label/namespace selectors and relabeling.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Pushgateway for Batch Jobs Prompt

  Instrument short-lived and batch/cron jobs with the Pushgateway correctly — grouping keys, the right metrics to push, lifecycle cleanup, and alerts that catch a job that never ran.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Prometheus Textfile Collector Metrics Exporter Prompt

  Write a Python script that emits custom metrics in Prometheus exposition format for the node_exporter textfile collector — correct types, labels, atomic writes, and HELP/TYPE lines.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Subqueries & *_over_time Aggregation Prompt

  Master PromQL subqueries and the *_over_time family to compute rolling maxima, percentiles of a rate, trends, and 'has it ever crossed X in the last hour' — without melting your query engine.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Pulumi Program Design & Review Prompt

  Architect or review a Pulumi program in a real programming language — stack/config layout, component resources, secret handling, and the failure modes that come from mixing imperative code with declarative infra.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python API Client Script Prompt

  Build a robust Python client script for a REST API with session reuse, auth handling, pagination, rate-limit awareness, and typed responses — suitable for automation jobs rather than throwaway one-liners.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Bulk File Processing Script Prompt

  Build a safe, idempotent batch file-processing script in Python that walks directories, transforms or renames files atomically, handles huge datasets without exhausting memory, and can resume after interruption.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python CLI Tool with Click Prompt

  Design a well-structured Python command-line tool using Click (or argparse) with subcommands, config precedence, good help text, and clean exit codes — packaged so it installs as a console script.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Friendly Python CLI UX with Progress Bars and JSON Output Prompt

  Add polished UX to a Python CLI — progress bars, colored output that degrades gracefully, a --json machine-readable mode, and clean handling of non-TTY and quiet modes.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Config Loader with Dataclasses and Validation Prompt

  Generate a typed configuration loader that merges defaults, files (YAML/TOML/JSON), and environment variables into validated dataclasses with clear, fail-fast errors.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python CSV and Excel Report Generator Prompt

  Build a script that pulls data from an API or database and produces clean, formatted CSV and Excel reports with headers, types, totals, and safe file handling.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Reusable Python Retry and Backoff Decorator Library Prompt

  Design a small, reusable retry/backoff decorator that wraps flaky functions with exponential backoff, jitter, exception filtering, and hooks — for both sync and async code.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python Secrets Loader from Vault and Cloud Secret Managers Prompt

  Build a Python secrets loader that fetches credentials from HashiCorp Vault or a cloud secret manager (AWS/GCP/Azure) with caching, a pluggable backend, and zero secrets on disk or in logs.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Python Slack, Teams, and Webhook Notifier Module Prompt

  Build a reusable Python notification module that sends messages to Slack, Teams, or generic webhooks with a unified interface, retries, rate limiting, and safe failure handling.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Python SSH Remote Host Automation with Paramiko or Fabric Prompt

  Generate safe, idempotent remote-host automation in Python using Fabric or Paramiko — connection reuse, command checks, file transfer, and proper failure handling across many hosts.

  • Claude
  • ChatGPT
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Cluster Partition Recovery Prompt

  Recover an OpenStack RabbitMQ cluster after a network partition or node failure — heal split-brain, restore quorum, and resync OpenStack services whose RPC stalled while the broker was unhealthy.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Retry and Backoff for Resilient Automation Prompt

  Add correct retry, exponential backoff with jitter, timeouts, and circuit-breaking to flaky network or API calls in Bash and Python automation — without retrying things that should never be retried.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Beginner

  Reverse-Proxy Security Headers Audit Prompt

  Audit a reverse proxy (nginx, Caddy, HAProxy, Traefik) for missing or weak HTTP security headers — CSP, HSTS, frame/content-type protections — and produce a hardened, app-aware configuration.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Beginner

  Risky Shell Command & Script Review Prompt

  Review shell commands, scripts, and pasted one-liners for destructive or unsafe behavior before running them — flagging data loss, privilege misuse, and remote-pipe-to-shell patterns.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Rollback vs Fix-Forward Decision Framework Prompt

  Build a fast, defensible decision framework for the highest-pressure call in an incident — roll back or fix forward — weighing reversibility, blast radius, data implications, and confidence so the IC decides in minutes, not by debate.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Rootkit & IOC Detection Triage Prompt

  Run a structured, defensive triage of a possibly-compromised Linux host — checking for rootkits and indicators of compromise — and decide between false alarm, contain, or full incident response.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  Runbook Gap Analysis From Incidents Prompt

  Mine past incidents to find where responders lacked a runbook, where existing runbooks failed, and produce a prioritized list of runbooks to write or fix — with the specific steps each one needs.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  SBOM & Sigstore Supply-Chain Verification Prompt

  Stand up artifact provenance and signature verification — generate SBOMs, sign with Sigstore/cosign, attach SLSA provenance, and enforce admission policies that reject unsigned or untrusted builds.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Secrets-in-Git History Scanning & Remediation Prompt

  Scan a Git repository's full history for leaked secrets and produce a correct remediation plan — rotate first, then purge history and prevent recurrence — without the usual mistakes.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Secrets Rotation Runbook Builder Prompt

  Design safe, zero-downtime rotation procedures for credentials, API keys, and certificates — covering dual-key overlap, blast-radius mapping, and verification, including emergency rotation after a leak.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Security Breach Incident-Response Runbook Prompt

  Generate a security-breach response runbook structured around containment, eradication, and recovery — with evidence preservation, scoped isolation, and legal/notification gates so a breach is handled without destroying forensics or tipping off the attacker.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Advanced

  Self-Updating Script with Safe Replace Prompt

  Add a secure self-update mechanism to a CLI script: version check against a release source, checksum/signature verification, atomic in-place replacement, and rollback — without leaving a half-written binary if the network drops mid-update.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  Service Dependency and Blast Radius Mapping Prompt

  Map a service's upstream and downstream dependencies, identify single points of failure and shared-fate risks, and estimate the blast radius of each failure so the team can prioritize resilience work.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Advanced

  SEV1 Incident-Commander Live Playbook Prompt

  Generate a minute-by-minute live playbook the incident commander runs during an active SEV1 — from declaration through stabilization — keeping coordination, comms, and decisions on rails under pressure.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack AI Thread Summarization & Channel Digest Prompt

  Build an AI-powered summarizer that condenses long Slack threads and busy channels into actionable digests with decisions, action items, and owners — without leaking sensitive context to the model.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Async Standup Bot Prompt

  Design an asynchronous standup bot that DMs prompts on a schedule, collects responses, and posts a clean threaded digest — replacing synchronous standup meetings for distributed teams.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Block Kit Modal Form Design Prompt

  Design multi-step Block Kit modals with input validation, dynamic option loading, and clean view-submission handling for self-service ops workflows like access requests and deploys.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Events API Retry & Idempotency Prompt

  Build a reliable Slack Events API consumer — URL verification, fast ack, dedup of Slack's retry storms, idempotent processing, and a queue-backed worker pattern.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Interactive Approval Flow with Audit Trail Prompt

  Design a Slack button-based approval workflow (deploys, access grants, spend) with tamper-resistant audit logging, double-approval, expiry, and protection against the wrong person clicking Approve.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack to PagerDuty Bidirectional Bridge Prompt

  Design a two-way Slack to PagerDuty integration where Slack actions (ack, escalate, resolve) drive PagerDuty incidents and PagerDuty state changes flow back into the Slack channel.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack API Rate Limit & Backoff Strategy Prompt

  Design a resilient Slack API client that respects per-method rate-limit tiers, honors Retry-After, batches and coalesces calls, and never gets the app throttled into a death spiral.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Slash Command Framework Design Prompt

  Design a maintainable, multi-command slash command framework for a Slack app — routing, sub-command parsing, the 3-second ack rule, deferred responses, and per-command authorization.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Socket Mode vs HTTP Architecture Prompt

  Decide between Socket Mode and HTTP request URLs for a Slack app, then design the chosen architecture for reliability, scaling, and clean local development.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  SOC2 & CIS Evidence-Gathering Automation Prompt

  Design automation that continuously collects, timestamps, and stores audit evidence mapped to SOC2 and CIS controls — replacing the last-minute screenshot scramble before an audit.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  SSH Certificate Authority Access Design Prompt

  Design an SSH CA-based access model that replaces sprawling authorized_keys with short-lived signed certificates, principals-based authorization, and clean revocation.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Beginner

  SSH Server Hardening Review Prompt

  Harden sshd_config against brute force and weak crypto — key-only auth, modern ciphers/KEX/MACs, login restrictions, idle timeouts, and bastion-friendly settings — without locking yourself out.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux User, sudo & SSH Access Audit Prompt

  Audit local accounts, sudoers rules, group membership, and SSH authorized keys to find privilege creep, orphaned accounts, and overly broad sudo grants — then produce a least-privilege remediation.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  sysctl Kernel Parameter Tuning Audit Prompt

  Review and tune /etc/sysctl.d kernel parameters for a server's role — network stack, VM/dirty-page behavior, file handles, and security toggles — with a safe, persistent, reversible rollout.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  systemd-resolved DNS Resolution Debugging Prompt

  Diagnose Linux DNS resolution failures driven by systemd-resolved — split-DNS, stub resolver, /etc/resolv.conf symlinks, search domains, and DNSSEC/caching quirks on Ubuntu and friends.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Intermediate

  Systemd Timer Job Script Prompt

  Convert a cron job into a robust systemd service + timer with proper logging, failure handling, sandboxing, and overlap prevention — or generate the units and accompanying script from scratch.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  systemd Unit Hardening Review Prompt

  Audit a systemd service unit and add sandboxing directives (NoNewPrivileges, ProtectSystem, capability bounding, syscall filters) to shrink its blast radius without breaking the workload.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Adaptive Card Universal Actions & Refresh Prompt

  Design Adaptive Cards with Universal Actions (Action.Execute) and auto-refresh so a single shared card shows live, per-user state across a channel without reposting.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams App Manifest Authoring & Validation Prompt

  Author and CI-validate a Teams app manifest — schema version, capabilities, scopes, RSC permissions, domain allowlists — and produce a publishable, least-privilege package.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams to Azure DevOps Work Item Bridge Prompt

  Design a Teams to Azure DevOps bridge that turns chat messages and adaptive-card forms into work items, mirrors state changes back to the channel, and links incidents to bugs with full traceability.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Office 365 Connector to Workflows Migration Prompt

  Plan and execute migration off retiring Office 365 connectors (incoming-webhook connector cards) to Power Automate Workflows — inventory, payload translation, and zero-gap cutover.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Message Extension for Incident Lookup Prompt

  Design a Teams search-based message extension that lets engineers query incidents, runbooks, and dashboards inline from the compose box and paste rich adaptive cards into any chat or channel.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Outgoing Webhook Command Router Prompt

  Design a Teams outgoing-webhook command router that turns @mention chat commands into authenticated backend calls — verb parsing, HMAC verification, async ack, and adaptive-card responses.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams to PagerDuty Bidirectional Bridge Prompt

  Design a two-way Teams to PagerDuty bridge — PD events open an incident channel and post action cards, and Teams card actions ack/resolve/reassign back to PagerDuty with identity mapping and idempotency.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams Power Automate Alert Triage Flow Prompt

  Design a Power Automate flow that ingests monitoring alerts, enriches and dedups them, routes by severity and ownership, and posts actionable adaptive cards to the right Teams channel — all low-code.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Proactive Bot Messaging at Scale Prompt

  Design reliable proactive (bot-initiated) Teams messaging at scale — capturing conversation references, app installation via Graph, throttling, retries, and per-user/per-channel delivery without spam.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Remote Backend Migration Prompt

  Move Terraform state from one backend to another (local → S3, S3 → Terraform Cloud, or cross-account/region) with locking intact, zero state loss, and a tested rollback at every step.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Cost Estimation with Infracost Prompt

  Wire per-PR cost estimation into Terraform reviews — surface the monthly delta of every plan, set budget guardrails, and turn cost into a first-class part of code review instead of a surprise on the bill.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Data Sources Design Prompt

  Decide when to wire infrastructure together with data sources vs remote-state outputs vs hardcoded values — avoiding hidden coupling, plan-time failures, and the dreaded 'data source depends on a resource not yet created' trap.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Dependency Graph Debugging Prompt

  Diagnose cycle errors, unexpected resource ordering, and 'value not known until apply' problems by reading Terraform's dependency graph and reshaping references instead of guessing with `depends_on`.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Destroy Safety Prompt

  Tear down infrastructure deliberately — guarding stateful resources, ordering deletes correctly, draining dependencies, and proving exactly what will be destroyed before anything irreversible happens.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Moved & Import Blocks Prompt

  Use declarative `moved` and `import` blocks to refactor and adopt resources without manual `terraform state mv`/`import` — keeping every change reviewable in a plan and reproducible in CI.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Beginner

  Terraform Pre-Commit & Linting Toolchain Prompt

  Stand up a layered Terraform quality gate — fmt, validate, tflint, tfsec/checkov, terraform-docs, and trivy — wired through pre-commit so the same checks run on laptops and in CI without bikeshedding.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Provider Version Upgrade Prompt

  Plan and execute a safe major-version provider upgrade (e.g. AWS 4.x → 5.x) by reading the changelog, mapping breaking changes to your code, and staging the rollout so no plan ever silently destroys resources.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Workspace-Per-Tenant Design Prompt

  Design a scalable workspace strategy for multi-tenant or many-account fleets — deciding between CLI workspaces, separate state files, and TFC/TFE workspaces so you can manage hundreds of near-identical stacks without copy-paste sprawl.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  TLS & Certificate Hardening Review Prompt

  Audit TLS configuration and certificate lifecycle across endpoints — protocol/cipher selection, cert chain and expiry, OCSP/HSTS, and mTLS — to close weak-crypto and expired-cert exposure.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Patch & Package Update Automation Prompt

  Design safe automated patching for apt or dnf fleets — security-only auto-updates, staged rollouts, reboot coordination, and held packages — with rollback and reporting.

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Wait-For Healthcheck Readiness Script Prompt

  Generate a wait-for / readiness script that blocks until service dependencies (TCP ports, HTTP endpoints, databases) are actually ready, with timeout, exponential backoff, and clear exit codes — no more sleep 30 in entrypoints.

  • Claude
  • ChatGPT
  Open prompt
• Incident Response Intermediate

  War-Room Roles and Responsibilities (ICS) Prompt

  Define a clear ICS-style role assignment for an incident war room — incident commander, ops lead, comms, scribe, liaison — with explicit responsibilities, handoffs, and span-of-control so nobody freelances during a major incident.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  WireGuard VPN Hardening Review Prompt

  Review a WireGuard (or legacy VPN) configuration for weak peer scoping, over-broad AllowedIPs, missing key rotation, and routing leaks, then harden it to least-privilege access.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Advanced

  Zero-Trust Micro-Segmentation Planning Prompt

  Plan network micro-segmentation toward a zero-trust model — map flows, define identity-based segments, and design enforcement with default-deny east-west policies.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Alert Acknowledgment Policy & Timer Enforcement Prompt

  Enforce alert acknowledgment SLAs in Slack — per-severity ack windows, escalation timers, secondary on-call paging, manager notification, and post-incident review.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Capacity & Quota Threshold Alerts Prompt

  Detect and notify on capacity threats in Slack — disk, memory, cloud quotas, license seats, RDS storage, K8s pod limits — with growth projections and provisioning lead-time-aware alerting.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Certificate Expiration Notifications Prompt

  Detect and notify on TLS / SSH / code-signing certificate expirations in Slack — discovery, multi-window alerts, renewal automation hooks, owner routing, and post-renewal validation.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Compliance Metrics Export for SOC2 / ISO 27001 Evidence Prompt

  Build automated metrics + evidence export from Slack — audit log queries, access reviews, channel inventory, retention policy coverage — for SOC2 / ISO 27001 / HIPAA auditors.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Cost Monitoring & Anomaly Notifications Prompt

  Route cloud cost anomalies, budget alerts, FinOps signals, and quota threats to Slack — Datadog / AWS Cost Explorer / GCP Billing / Vantage / custom — with action-oriented formatting.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Database Operations ChatOps Prompt

  Build a ChatOps workflow for routine database operations — read replica failover, schema migrations, vacuum/analyze, slow query investigation — with strong safety gates, approval, and rollback.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Feature Flag Toggle Workflow Prompt

  Build a ChatOps workflow for LaunchDarkly / Unleash / Flagsmith / OpenFeature flag toggles from Slack — typed inputs, percentage rollouts, kill-switches, audit, and automatic rollback on regression.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack GitOps PR Notification & Review Coordination Prompt

  Route GitOps PR notifications to Slack — ArgoCD / Flux / Spinnaker / GitHub Actions — with PR routing by service owner, review-required alerts, merge gate visibility, and post-deploy validation.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Huddle Incident Bridge Automation Prompt

  Use Slack Huddles as incident voice bridges — auto-start on SEV1/2, invite right roles, recording (where allowed), transcript generation, and post-incident archival.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Knowledge Q&A Bot Design Prompt

  Build a Slack bot that answers SRE / platform questions from internal runbooks, postmortems, and architecture docs using retrieval-augmented generation — with source links, freshness signals, and feedback loop.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Message Localization for Global Engineering Teams Prompt

  Localize bot messages, alert formatting, and slash command output for multi-language Slack workspaces — language detection, ICU pluralization, time-zone formatting, and quality review.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Observability Dashboard Surface Prompt

  Surface real-time observability data directly in Slack — live SLO status, recent deploys, current incidents, top-error queries — via slash commands and scheduled posts that bring the dashboard to where engineers already are.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack-Based On-Call Training & Game Day Simulation Prompt

  Run game-day exercises and on-call training drills via Slack — injected alerts, scripted scenarios, blast-radius-controlled chaos, scoring, and post-exercise debrief.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Postmortem Effectiveness Tracking Prompt

  Track postmortem effectiveness in Slack — action item completion rate per postmortem, recurrence detection of same root cause, nudges for stale AIs, and quarterly trend analysis.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack SBOM & Supply Chain Vulnerability Alert Routing Prompt

  Route SBOM / supply chain CVE alerts to Slack — Dependabot / Snyk / Grype / Trivy findings, severity-aware routing, owner mapping, dedup, SLA tracking, and remediation workflow.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Service Mesh Issue Notifications Prompt

  Route Istio / Linkerd / Consul service mesh alerts to Slack — traffic policy violations, mTLS failures, latency spikes, retry storms, and circuit breaker activations — with ownership routing.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Channel Sprawl Prevention Bot Prompt

  Build a bot that prevents Slack channel sprawl proactively — provisioning workflow, similar-channel detection, naming enforcement, and required metadata at creation.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Terraform Plan Review Workflow Prompt

  Route Terraform plans to Slack for review — diff summary, risk classification, policy violations, expected drift, approval gating, and auto-apply on approval.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card Form Designer for Runbook Inputs Prompt

  Design Adaptive Card forms for runbook inputs in Teams — typed inputs, validation, conditional visibility, multi-step flows, and submission via Action.Execute to your bot service.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams App Catalog Governance Prompt

  Govern the Microsoft Teams app catalog — permitted apps registry, security review workflow, monitoring of app installs, sunset of unused apps, and exception handling.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams Approvals App for Change Management Prompt

  Use the native Microsoft Teams Approvals app for change requests — vs custom Adaptive Cards — with templated request forms, multi-stage approval chains, audit trail, and ServiceNow / Jira integration.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Data Export to Splunk / SIEM for Security Analysis Prompt

  Export Microsoft Teams activity data to Splunk / Sentinel / your SIEM for downstream security analysis — Graph API change subscriptions, audit logs, message events, and normalization.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams External Presenter Invitations for Vendor War-Room Sessions Prompt

  Invite vendor support engineers into Teams incident war-room meetings — as external presenters, with screen-share, identity verification, and time-boxed access — without giving full org guest access.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Loop Pages as Living Runbooks Prompt

  Build runbooks as Microsoft Loop pages instead of static Confluence — co-edited, embeddable in Teams chat, with components for checklists, tables, status indicators, and versioning.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Meeting Compliance Recording for SRE / IT Reviews Prompt

  Configure compliance recording for sensitive Teams meetings — incident reviews, postmortem calls, security investigations — with consent disclosure, storage, retention, and eDiscovery.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Meeting Templates for SRE Rituals Prompt

  Design Teams meeting templates for SRE rituals — standups, retros, postmortems, incident reviews, on-call handoffs, capacity planning — with auto-record / transcription, agenda templates, and follow-up automation.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Notification Quiet Hours & Burnout Prevention Prompt

  Configure org-wide Teams notification quiet hours and per-user Focus periods to reduce out-of-hours noise — policy design, exception rules, monitoring, and burnout signal detection.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Phone IVR for After-Hours Support Prompt

  Design Teams Phone IVR flows for after-hours customer support — call routing by issue type, on-call team identification, voicemail-to-ticket, escalation, and weekend coverage.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Planner Integration for Postmortem Action Items Prompt

  Track postmortem action items in Microsoft Planner tied to incident channels — auto-create tasks from postmortem drafts, assignee + due tracking, completion verification, and quarterly reporting.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Premium Copilot for SRE / IT Use Cases Prompt

  Apply Microsoft 365 Copilot and Teams Premium AI features (meeting recap, intelligent recap, summary search) to SRE / IT workflows — postmortems, on-call handoffs, incident reviews.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Chat Retention Exception Management Prompt

  Manage retention policy exceptions for Teams chat — legal holds, ongoing investigations, retention overrides, custodian assignment, and time-bounded exception workflow.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Salesforce Integration for Customer Impact Tracking Prompt

  Track customer impact during incidents — link Salesforce account / case data to Teams incident channels, surface impacted customers, prioritize comms by ARR / criticality, and auto-update post-incident.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Shifts for NOC / Field Operations Scheduling Prompt

  Use Microsoft Teams Shifts to manage NOC / field operations on-call schedules with mobile-first UX — shift swaps, handoff visibility, time-off requests, and integration with PagerDuty / Opsgenie.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Beginner

  Teams Tag Governance for Service Teams Prompt

  Use Microsoft Teams tags (@tag mentions) to organize service ownership — naming conventions, dynamic tags from AAD groups, sync with on-call schedules, and lifecycle management.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Viva Connections for Company-Wide Incident Communications Prompt

  Use Viva Connections within Teams as a company-wide incident communication surface — status banner, dashboard cards, news posts, and approval workflow for high-impact announcements.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Walkie Talkie for NOC / Field Operations Coordination Prompt

  Use Teams Walkie Talkie (PTT) for NOC / field tech coordination — channel design, hardware integration, on-call routing, recording, and integration with paging systems.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Alertmanager to Slack Formatting Prompt

  Design rich, scannable Slack messages for Prometheus Alertmanager alerts — severity-colored attachments, Block Kit blocks, runbook + dashboard + silence buttons, dedup, and threading.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Alert Routing & Escalation Design Prompt

  Design severity-aware Slack alert routing — channel taxonomy, on-call rotations, escalation timing, alert suppression, and runbook linking.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Production-Grade Slack API Client Design Prompt

  Design a hardened Slack API client library — token rotation, rate limiting, retries, dedup, audit logging, and Block Kit composition — for services that post to Slack at scale.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack App Manifest & Permission Scope Review Prompt

  Review a Slack app manifest YAML for over-scoped permissions, missing rate limiting, weak event subscriptions, and least-privilege violations.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Canvas for Incident War-Room Records Prompt

  Design a Slack Canvas template that captures live incident state — timeline, decisions, owner roles, open questions, action items — directly inside the incident channel for shared editing.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Lightweight Change Approval (CAB-Lite) Prompt

  Design a Slack-native change approval workflow — request card, approver routing, freeze-window enforcement, audit trail, and rollback hook — without the bureaucracy of a heavy CAB.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Release Notes & Changelog Formatting Prompt

  Design Slack-native release notes and changelog messages — extracted from PRs / commits / Jira, severity-tagged, formatted for scanning, with rollback links and owner pings.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Channel Health & Analytics Dashboard Prompt

  Build a channel-health dashboard for a Slack workspace — dead channel detection, engagement scoring, governance violations, and recommendations for archive / merge / promote.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack ChatOps Bot Design Prompt

  Design a ChatOps bot that runs kubectl, terraform, aws/gcloud, and deploy commands from Slack with RBAC, audit logging, and production-safe defaults.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  CI/CD Pipeline Status Notifications in Slack Prompt

  Design rich Slack messages for CI/CD pipeline events — GitHub Actions / GitLab CI / Jenkins / ArgoCD — with severity-aware routing, failure context, retry buttons, and noise control.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Connect External Channel Governance Prompt

  Govern Slack Connect channels with vendors and customers — invite policy, data classification, audit, retention, eDiscovery readiness, and offboarding.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack DevOps Onboarding Bot Prompt

  Design a Slack onboarding bot for new DevOps / SRE hires — Day-1 checklist, account provisioning verification, runbook tour, on-call shadow scheduling, and 30/60/90-day check-ins.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack DLP & Secret Scanning in Messages Prompt

  Detect and react to credentials, API keys, customer PII, and proprietary code pasted into Slack — detection rules, alerting, message editing, and user education.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Enterprise Grid Migration Planning Prompt

  Plan a migration from standalone Slack workspaces to Slack Enterprise Grid — workspace inventory, identity unification, channel mapping, app re-install, DLP migration, and phased rollout.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Incident Channel Auto-Creation Prompt

  Design automated Slack incident channel creation triggered by PagerDuty / Alertmanager — naming, invitations, bridge to Zoom, runbook auto-post, and archive on resolution.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Incident Timeline Summarization Prompt

  Extract a clean blameless timeline from a noisy Slack incident channel — chronological events, decisions, action items, and a draft postmortem narrative.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack Notification Deduplication & Burst Suppression Prompt

  Design dedup and burst suppression for high-volume Slack alert pipelines — fingerprinting, sliding windows, exponential cooldown, and dependency-aware suppression.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack OAuth Token Security & Rotation Prompt

  Audit, secure, and rotate Slack OAuth tokens (bot, user, granular) across services — inventory, threat model, rotation cadence, secret manager integration, and dual-active migration.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack On-Call Handoff Workflow Prompt

  Design a daily on-call handoff posted to Slack — active incidents, recent changes, open tickets, follow-ups, and SLO burn — generated automatically and reviewed by the outgoing engineer.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Reaction-Driven Automation Prompt

  Design automation triggered by Slack message reactions — 🚨 opens an incident, 🔄 retries a job, 📌 saves to knowledge base, 🎫 creates a ticket. Lightweight, intuitive, low-overhead.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Time-Zone-Aware Slack Scheduling for Global SRE Teams Prompt

  Design scheduling logic for Slack messages and on-call workflows that respects global team time zones — quiet hours, follow-the-sun handoffs, async-first comms, and DST handling.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Search Strategy for Incident Research Prompt

  Use Slack's search effectively during incidents — operators, filters, time scoping, related-incident discovery — and AI-summarize results to reconstruct prior tribal knowledge.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack SLO Burn-Rate Notification Design Prompt

  Design Slack notifications for SLO burn rates — multi-window multi-burn alerts, severity gradient, error-budget displays, ack workflow, and quiet-window suppression.

  • Claude
  • ChatGPT
  Open prompt
• Slack Advanced

  Slack-Based Public Status Page Auto-Publish Prompt

  Automate public status page updates (Statuspage / Better Uptime / Instatus) from a Slack incident channel — approval gating, message scrubbing, multilingual, and audit.

  • Claude
  • ChatGPT
  Open prompt
• Slack Beginner

  Slack Thread to Jira/GitHub Issue Conversion Prompt

  Convert a Slack discussion thread into a structured Jira or GitHub issue — extract context, classify, propose labels, link back, and avoid duplicate filing.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Webhook Security & Secret Rotation Prompt

  Inventory, secure, and rotate Slack incoming webhooks — discover existing webhooks, model the threat, design rotation cadence, integrate with Vault/SSM, and detect leaked URLs.

  • Claude
  • ChatGPT
  Open prompt
• Slack Intermediate

  Slack Workflow Builder for Runbook Automation Prompt

  Convert markdown runbooks into Slack Workflow Builder flows — typed inputs, branching, webhook steps, and audit logging — to make runbooks executable from any channel.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Adaptive Card for Incident Notifications Prompt

  Design rich Adaptive Card JSON for incident notifications in Microsoft Teams — severity styling, action buttons, deep links to runbooks, and acknowledgement state.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Azure Monitor Alerts to Teams Adaptive Cards Prompt

  Route Azure Monitor alerts (metric, log query, activity) into Teams as Adaptive Cards with deep links to the Azure portal, AKS / VM / App Service context, and ack workflow.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Bot Framework ChatOps Design Prompt

  Design a Teams ChatOps bot on Azure Bot Service for running kubectl / az / terraform / deploy commands with Azure AD identity, RBAC, audit logging, and approval workflows.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Bot Localization & i18n for Global Operations Prompt

  Design localization (i18n) for a Microsoft Teams bot serving global SRE / IT teams — language detection, message templates, RTL support, time-zone formatting, and translation review.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Calling for On-Call Paging Prompt

  Use Microsoft Teams calling (Operator Connect / Direct Routing) for on-call paging — call routing policies, escalation, voicemail-to-ticket, and integration with PagerDuty/Opsgenie.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Card-Based Deployment Approval Prompt

  Design an Adaptive Card approval workflow in Teams for risky production deployments — context fields, approver groups, audit log, timeout, and rollback hook.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Channel Archival & Lifecycle Policy Prompt

  Design a Teams channel lifecycle policy — naming conventions, sprawl prevention, automated dormancy detection, archival, restoration, and deletion — with compliance retention.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Conditional Access for Teams ChatOps Prompt

  Design risk-based Conditional Access policies for Teams ChatOps bot interactions — MFA gates for destructive commands, device compliance, location, and sensitive-session enforcement.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Cross-Tenant Collaboration with Vendors & Partners Prompt

  Set up secure, audited cross-tenant collaboration in Microsoft Teams with vendors and partners — B2B vs Shared Channels, conditional access, DLP, and offboarding.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Defender for Cloud Apps for Teams DLP & Anomaly Detection Prompt

  Configure Microsoft Defender for Cloud Apps to detect DLP violations, anomalous behavior, and risky integrations in Teams — file uploads with secrets, mass downloads, impossible travel, unusual session activity.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Direct Routing SBC + ChatOps Telephony Integration Prompt

  Integrate Teams Direct Routing (SBC) with ChatOps bots for telephony-aware operations — IVR for paging, SMS for ack, voicemail-to-ticket, and PSTN survivability for incidents.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Entra App Permission Review Prompt

  Audit Microsoft Entra ID (Azure AD) app registrations that back Teams bots — Graph permissions, admin consent, secret rotation, certificate use, and least-privilege deltas.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Graph API Channel Management Prompt

  Bulk manage Microsoft Teams channels via Graph API — create per-service channels, set tabs, manage membership, sync from a source of truth, and handle Graph throttling.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Microsoft Graph Change Subscriptions for Real-Time Incident Events Prompt

  Set up Microsoft Graph change notifications (webhooks + Event Hub) to react in real time to Teams events — channel creation, message posting, app installations, membership changes — for security and ops automation.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams Incident Channel Compliance & Retention Prompt

  Design retention policies, sensitivity labels, eDiscovery readiness, and access controls for Microsoft Teams incident channels in regulated environments.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Live Events / Town Hall for Exec Incident Comms Prompt

  Use Microsoft Teams Town Hall (replacing Live Events) for company-wide incident communication on SEV1 outages — stream setup, presenter handoff, Q&A handling, recording, and post-event follow-up.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Loop Components for Teams Incident Response Prompt

  Use Microsoft Loop components inside Teams incident channels for live-collaborative timelines, action items, decision logs, and status tracking — without leaving Teams.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Meeting Transcript to Postmortem Prompt

  Turn a Microsoft Teams meeting transcript from an incident review into a structured blameless postmortem — timeline, decisions, action items, and root cause narrative.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Policy Packages for Engineering vs Corporate Workforce Prompt

  Design role-based Teams policy packages — messaging, meeting, calling, app permission, and live events — tuned for engineering teams' tools and behaviors vs general corporate.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Power Automate On-Call Rotation Flow Prompt

  Design a Power Automate flow that syncs PagerDuty / Opsgenie rotations into Microsoft Teams — channel topic, presence indicators, daily handoff post, and escalation.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Power BI Tab Embedding in Teams for SRE Dashboards Prompt

  Embed Power BI dashboards as Teams channel tabs for SRE metrics — SLO burn, deployment frequency, change failure rate, MTTR — with row-level security, refresh, and cross-team visibility.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Microsoft Sentinel Integration for Teams Security Monitoring Prompt

  Build detection rules and incident response in Microsoft Sentinel for Microsoft Teams threats — risky guest behaviors, mass exfiltration, anomalous channel creation, and OAuth token abuse.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  SharePoint Postmortem Page Auto-Generation Prompt

  Auto-generate a SharePoint page for every resolved incident — pulling the Teams meeting transcript, channel events, action items, and root-cause discussion into a templated, reviewable postmortem.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Slack to Microsoft Teams Migration Planning Prompt

  Plan a Slack → Microsoft Teams migration — workspace inventory, channel mapping, identity bridge, integration re-wiring, history import, and phased cutover.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Advanced

  Teams SSO Bot Authentication Design Prompt

  Implement Single Sign-On (SSO) in a Teams Bot using Entra ID — silent auth, token cache, on-behalf-of for downstream APIs, and graceful fallback.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Tab (Power Apps) for Guided Runbook Execution Prompt

  Build a Power Apps canvas app embedded as a Teams tab that walks the on-call through a runbook step-by-step — typed inputs, conditional branches, backend execution, and durable audit.

  • Claude
  • ChatGPT
  Open prompt
• Microsoft Teams Intermediate

  Teams Webhook Routing for Monitoring Alerts Prompt

  Route Prometheus / Datadog / CloudWatch alerts into Microsoft Teams channels using Incoming Webhooks + a small translator service — severity routing, throttling, retries, dedup.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Jinja2 Templates Advanced Patterns Prompt

  Use advanced Jinja2 in Ansible — filters (default, map, selectattr), lookups, complex conditionals, custom filters.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes API Server Flow Control & Priority Prompt

  Tune API Priority and Fairness (APF) — flow schemas, priority levels, fair queueing, debugging API throttling and 429s.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Cgroups v2 Resource Control Deep Dive Prompt

  Configure cgroups v2 — memory, CPU, IO controllers; understand slice/scope/service hierarchy; isolate workloads; debug throttling and accounting.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Database Migration Workflow Prompt

  Design safe database migration workflows in GitLab CI/CD — pre-deploy schema changes, backward-compatible patterns, rollback strategy, staging validation.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Version Upgrade & Migration Prompt

  Upgrade Grafana major versions — DB migrations, plugin compatibility, deprecated features, alert migration.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Template & Values Debug Prompt

  Debug Helm template rendering — values precedence, scope (with/range), named templates, `helm template --debug`, partial templates, conditional logic.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Keystone Federation (SAML/OIDC) Debug Prompt

  Diagnose Keystone federation — SAML IdP setup, OIDC integration, mapping rules, group mapping, federated user provisioning.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Loki Log Aggregation Design Prompt

  Design Loki log aggregation — single-binary vs distributed, retention, label strategy, LogQL queries, multi-tenancy.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform AWS Provider Patterns Prompt

  Common Terraform AWS patterns — VPC + subnets, EKS, RDS, ALB, S3, IAM roles, naming conventions.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Drift Detection with Check Mode Prompt

  Detect configuration drift — periodic --check runs, --diff, integration with monitoring, alerts on drift.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Falco Runtime Security on Kubernetes Prompt

  Configure Falco rules — detect suspicious container activity, tune false positives, integrate with alerting, write custom rules.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Monorepo CI/CD Prompt: Selective Builds & Child Pipelines

  Design GitLab CI/CD for monorepos — selective builds via rules:changes, per-service child pipelines, shared-library detection and dependency-aware fan-out.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Alloy Agent Configuration Prompt

  Configure Grafana Alloy (formerly Grafana Agent) — unified collector for metrics, logs, traces; River configuration; component pipeline.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Pod Security Admission (PSA) Migration Prompt

  Migrate from PodSecurityPolicy (removed 1.25) to Pod Security Admission — baseline/restricted levels, namespace labels, exceptions, audit warnings.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux strace / Syscall Debugging Prompt

  Use strace, ltrace, ftrace, and bpftrace to find why an app hangs, what files it touches, why a binary fails on a new system, and which syscall actually returns the error.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  OpenStack Security Hardening Prompt

  Harden OpenStack — service-to-service TLS, secure RBAC, secure defaults audit, CVE response, audit logging.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Secrets & Sensitive Variables Prompt

  Manage secrets in Terraform — sensitive flag, ephemeral resources, external secret managers, plan/state masking.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible CI/CD Lint & Test Pipeline Prompt

  Build Ansible CI/CD pipelines — lint, syntax check, Molecule tests, vault validation, deploy stages.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  ArgoCD / Flux GitOps Debug Prompt

  Diagnose GitOps deployment issues — ArgoCD sync failures, Flux reconciliation errors, drift detection, app-of-apps, secret management.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux auditd Configuration & Forensics Prompt

  Configure auditd rules for compliance (CIS, PCI, HIPAA), query audit logs with `ausearch`/`aureport`, investigate incidents, and avoid common rule-set performance pitfalls.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Custom Prometheus Exporter Design Prompt

  Design and write a custom Prometheus exporter — client library, metric types, registration, scrape efficiency.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD with Docker BuildKit & Cache Optimization Prompt

  Use BuildKit in GitLab CI/CD — multi-stage caching, registry cache, build secrets, multi-arch images, and avoiding the cold cache trap.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Grafana Pyroscope Continuous Profiling Prompt

  Add continuous profiling with Pyroscope — flame graphs in Grafana, language SDKs, push vs pull, sampling overhead.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kyverno / Gatekeeper Policy Authoring Prompt

  Author and debug policies for Kyverno or OPA Gatekeeper — validate, mutate, generate; audit vs enforce modes; exclusions; constraint templates.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Variable Validation Prompt

  Add Terraform variable validation — types, validation blocks, sensitive, nullable, custom error messages.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  TripleO / Kolla-Ansible Deployment Debug Prompt

  Diagnose OpenStack deployment failures with TripleO (overcloud) or Kolla-Ansible (containerized) — Heat stack failures, container crashes, configuration issues.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Custom Modules Development Prompt

  Write custom Ansible modules in Python — module contract, AnsibleModule class, argument spec, idempotency, error handling.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Blackbox Exporter Probe Configuration Prompt

  Configure blackbox_exporter for HTTP, TCP, ICMP, DNS probes — uptime monitoring, certificate expiry, response validation.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Cinder Backup & Restore Workflow Prompt

  Design and operate Cinder backup workflows — backend choice (Ceph/Swift/NFS), incremental backups, cross-AZ restore, retention.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Runner Autoscaling with Fleeting Plugin Prompt

  Design and operate the modern GitLab Runner autoscaler — fleeting plugin (AWS/GCP/Azure/Kubernetes), capacity tuning, spot/preemptible usage, idle scale-down.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Grafana HA & Database Backend Tuning Prompt

  Run Grafana in HA — multiple replicas, shared database (PostgreSQL/MySQL), session storage, Alertmanager cluster integration.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Admission Webhook Debug Prompt

  Diagnose admission webhook failures — timeout, TLS cert errors, mutating/validating semantics, failure policy traps, cluster-wide outages from webhook misconfig.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Kernel Module Troubleshooting Prompt

  Diagnose kernel module load failures — modprobe errors, missing dependencies, signing issues with Secure Boot, DKMS build failures, hardware not detected.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Dynamic Blocks Prompt

  Generate nested blocks dynamically — security group rules, tags, conditional blocks, complex iteration.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Velero Backup & Restore for Kubernetes Prompt

  Design Velero backup strategy — schedules, restore, namespace migration, cross-cluster DR, snapshot integration.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Dynamic Inventory for Cloud Prompt

  Configure dynamic inventory plugins — AWS (aws_ec2), GCP (gcp_compute), Azure (azure_rm), keyed_groups, filters, caching.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Ceph + OpenStack Integration Tuning Prompt

  Tune Ceph as storage backend for OpenStack — Glance, Cinder, Nova ephemeral pools; performance tuning, capacity planning, snapshot/clone semantics.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Pipeline Audit & Slow Job Hunt Prompt

  Audit GitLab pipelines for stale jobs, queueing delays, runner capacity issues, and find the slow jobs that dominate critical path.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Provisioning as Code Prompt

  Provision Grafana — data sources, dashboards, alerts via file provisioning, dashboards as code, sidecar pattern in Kubernetes.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Snapshots, Reports & Sharing Prompt

  Share Grafana dashboards — snapshots (anonymous), PDF reports, scheduled email reports, public dashboards, embed.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes GPU & Device Plugin Debug Prompt

  Diagnose GPU scheduling — NVIDIA device plugin, MIG, scheduling, image/driver mismatch, pod stuck without GPU.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  systemd Timer Debugging Prompt

  Diagnose systemd timers that don't fire, fire at wrong times, miss runs after sleep, or run with wrong environment — `OnCalendar`, `Persistent=`, `AccuracySec=`, time zones.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform `for_each` vs `count` Prompt

  Choose between for_each and count for resource iteration — key stability, addition/removal behavior, when to use each.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  AWX / Ansible Automation Platform Prompt

  Configure AWX (Ansible Tower/AAP) — job templates, surveys, workflow templates, credentials, projects, scaling.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Compliance Frameworks & Mandatory Pipeline Prompt

  Design GitLab compliance frameworks — enforced pipeline configurations that run alongside project pipelines, audit-ready evidence collection.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Beginner

  Grafana Playlists & Kiosk Mode Prompt

  Set up Grafana playlists for NOC dashboards — rotating views, kiosk mode, TV-friendly displays, auto-refresh.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Unified Alerting Prompt

  Configure Grafana's unified alerting — contact points, notification policies, mute timings, multi-dimensional alerts, alert state.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Audit Log Analysis Prompt

  Configure Kubernetes audit policy, query audit logs, detect suspicious activity (kubectl exec, secret reads), and tune for performance.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Namespace Strategy Prompt

  Design namespace strategy — per-team, per-env, per-app; hierarchical namespaces (HNC); namespace-level RBAC; multi-tenancy patterns.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux PAM Authentication Debugging Prompt

  Diagnose Linux login failures — PAM stack misconfiguration, lockouts (`faillock`/`pam_tally2`), sssd/LDAP join issues, missing modules, password policy rejection.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Masakari Instance HA Debug Prompt

  Diagnose Masakari instance HA — host monitor not triggering, instance evacuation not happening, process monitor issues, reserved host strategy.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Drift Detection Prompt

  Detect Terraform drift — scheduled plans, refresh, drift reporting, alerting, distinguishing manual changes from external mutations.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Facts & Caching Prompt

  Tune Ansible fact gathering — gather_subset, custom facts, local facts, cache backends (jsonfile, Redis), staleness.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Secret Detection Configuration & Tuning Prompt

  Configure GitLab Secret Detection, add custom rules, handle false positives, scan history, and integrate with revocation workflows.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Service Accounts & API Tokens Prompt

  Manage Grafana service accounts and API tokens — automation access, scoping, rotation, replacing legacy API keys.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Templating & Variables Design Prompt

  Design Grafana variables — query variables, custom, interval, chained, multi-value, regex; debug missing values, slow load.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  iptables → nftables Migration & Audit Prompt

  Migrate a Linux firewall ruleset from iptables to nftables, audit hybrid setups, and avoid the silent-translation traps that cause production outages.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  `kubectl debug` & Ephemeral Containers Prompt

  Use ephemeral debug containers to troubleshoot pods without restarts — attach netshoot to a distroless pod, debug a broken pod's filesystem, copy a pod with modifications.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes ResourceQuota & LimitRange Design Prompt

  Design multi-tenant resource governance — ResourceQuota for namespace caps, LimitRange for per-pod defaults/maxes, scoped quotas, troubleshooting quota exceeded.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Policy-as-Code (Sentinel / OPA / Checkov) Prompt

  Implement policy-as-code for Terraform — Sentinel (TFC), OPA/Conftest, Checkov, tfsec, enforce security and compliance.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Performance Tuning Prompt

  Speed up Ansible playbooks — forks, pipelining, async, smart gathering, fact caching, mitogen.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Code Coverage Integration Prompt

  Configure code coverage parsing, MR coverage diff, trend graphs, badge integration, multi-language combined coverage.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Gnocchi & Ceilometer Metering Debug Prompt

  Diagnose OpenStack telemetry — Ceilometer pollsters, Gnocchi storage, metric aggregation, missing measurements, retention policy.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Dashboard Performance Prompt

  Optimize Grafana dashboards — query parallelism, refresh rates, variable design, panel count, data source pressure.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana RBAC, Teams & Folder Permissions Prompt

  Design Grafana access control — folders, teams, role-based permissions, viewer vs editor, dashboard / folder permissions.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Ephemeral Volumes Design Prompt

  Use emptyDir, projected, downwardAPI, generic ephemeral volumes, and CSI ephemeral — sizing, security, performance.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Events Analysis Prompt

  Filter, aggregate, and decode Kubernetes events — FailedScheduling, BackOff, ProvisioningFailed — to diagnose cluster-wide issues from noisy event streams.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform → OpenTofu Migration Prompt

  Migrate from Terraform to OpenTofu — state compatibility, provider replacement, CI updates, feature differences.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux VLAN & Bridge Troubleshooting Prompt

  Diagnose Linux bridge and VLAN issues — tagged/untagged traffic confusion, bridge fdb mysteries, vlan_filtering, VXLAN overlay debugging.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible External Secrets (HashiCorp Vault) Prompt

  Integrate Ansible with HashiCorp Vault — secret lookup at runtime, AppRole auth, KV v2, dynamic secrets, caching.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Galera/MariaDB Recovery for OpenStack Prompt

  Recover Galera/MariaDB cluster used by OpenStack — split-brain, single-node bootstrap, WSREP issues, schema changes on busy cluster.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Container Registry Cleanup & Hygiene Prompt

  Audit and clean up GitLab Container Registry storage — cleanup policies, tag retention, dependency proxy, garbage collection, image bloat across projects.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Dependency Scanning & SBOM Generation Prompt

  Configure GitLab dependency scanning, generate SBOMs (CycloneDX, SPDX), license compliance checks, and supply-chain visibility.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Grafana SSO / SAML / OIDC Integration Prompt

  Configure and debug Grafana auth — SAML, OIDC, OAuth, LDAP; role mapping, group sync, just-in-time provisioning.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Gateway API Design & Debug Prompt

  Design and debug Gateway API resources — GatewayClass, Gateway, HTTPRoute, ReferenceGrant — and migrate from Ingress to Gateway API.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Secrets Management Review Prompt

  Audit how Kubernetes Secrets are stored, mounted, and rotated — flag base64-as-encryption myths, env-var leakage, and missing external-secrets / sealed-secrets / KMS integration.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes StorageClass Design Prompt

  Design StorageClasses — provisioner, parameters, reclaim policy, volumeBindingMode, multi-tier (fast/slow), default class.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Bonding / LACP Troubleshooting Prompt

  Diagnose Linux network bonding (802.3ad LACP, active-backup, balance-tlb) — slave failures, LACP partner mismatch, throughput below sum-of-links, asymmetric traffic.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Performance Tuning Prompt

  Tune Prometheus performance — head series, memory, query timeout, max samples, ingestion rate, expensive queries.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform CI/CD: Atlantis, Cloud, GitOps Prompt

  Choose and configure Terraform CI/CD — Atlantis, Terraform Cloud, Spacelift, custom CI; plan/apply workflows, approvals.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible SSH Configuration Prompt

  Configure SSH for Ansible — keys, jump hosts, control persist, agent forwarding, known_hosts, parallel connections.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CI/CD `needs:` DAG Optimization Prompt

  Convert stage-based GitLab pipelines to DAG (`needs:`), find hidden ordering bugs, design clean fan-out/fan-in patterns, and avoid `needs:` traps.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab SAST / DAST / Container Scanning Configuration Prompt

  Configure GitLab's security scanning — SAST, DAST, container scanning, IaC scanning; tune for false positives; integrate into merge gates.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Plugin Installation & Management Prompt

  Install, manage, and troubleshoot Grafana plugins — panel plugins, data source plugins, signing, sandbox, version control.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Heat Stack Failure Diagnosis Prompt

  Diagnose Heat orchestration stack create/update/delete failures — template errors, dependency cycles, partial rollback states, resource-level errors.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Helm Release Rollback & Stuck Release Debug Prompt

  Recover from a Helm release stuck in `pending-install` / `pending-upgrade` / `failed`, roll back safely, and avoid Helm-secret bloat that breaks future operations.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes LoadBalancer / NodePort Service Debug Prompt

  Diagnose LoadBalancer service issues — stuck Pending, externalTrafficPolicy: Local pitfalls, source IP preservation, cloud provider quirks, NodePort range collisions.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes VolumeSnapshot & CSI Snapshot Prompt

  Use CSI volume snapshots — VolumeSnapshotClass, VolumeSnapshot, restore from snapshot, snapshotter sidecar issues.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  LUKS Encryption Rescue Prompt

  Recover access to a LUKS-encrypted volume — failed unlock, header corruption, keyslot management, header backup/restore, and TPM/clevis recovery.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  NFS Mount Troubleshooting Prompt

  Diagnose NFS mount failures — stale file handles, hung mounts (D-state processes), soft vs hard semantics, autofs misbehavior, Kerberos (sec=krb5) errors.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  OpenStack Capacity Planning Prompt

  Plan OpenStack capacity — CPU/RAM/disk oversubscription, growth modeling, hypervisor sizing, Cinder backend planning, network bandwidth.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus HA & Deduplication Prompt

  Run Prometheus in HA — paired servers, deduplication strategies (Thanos query, Alertmanager cluster, federation), failover.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Large State Refactor Prompt

  Refactor large Terraform state — moved/removed blocks, splitting state files, extracting modules without destroy.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Become / Privilege Escalation Prompt

  Configure Ansible privilege escalation — become, become_user, become_method, restrict sudo, password handling.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Btrfs Balance & Snapshot Management Prompt

  Manage Btrfs filesystems — data/metadata balance, snapshot lifecycle, qgroups, subvolume management, and recovering from chunk allocation issues.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Beginner

  GitLab Pages Deployment Prompt

  Deploy static sites via GitLab Pages — custom domains, SSL, multiple sites, environment routing, parallel deploys.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Parent/Child & Multi-Project Pipeline Design Prompt

  Design parent/child pipelines, multi-project triggered pipelines, and downstream pipeline orchestration — `trigger:`, dynamic child generation, cross-project dependencies.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Mixed Data Sources Panel Prompt

  Build panels combining multiple data sources — Mixed DS, cross-DS variables, correlated queries from Prometheus + Loki + cloud metrics.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes CNI Plugin Selection & Migration Prompt

  Choose between CNI plugins (Calico, Cilium, Weave, Antrea), plan migration, debug CNI install issues, evaluate eBPF mode.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Istio Service Mesh Debugging Prompt

  Diagnose Istio service mesh issues — sidecar injection failures, mTLS misconfiguration, traffic routing, AuthorizationPolicy denials, Envoy config errors.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Neutron QoS & Rate Limiting Design Prompt

  Design Neutron QoS policies — bandwidth limits, DSCP marking, minimum guarantee, OVS vs OVN driver differences.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  X-Openstack-Global-Request-Id Trace (OpenStack)

  Trace one API call across nova-api → conductor → scheduler → compute → neutron → cinder by following the X-Openstack-Global-Request-Id header through every service log.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Scrape Config & Service Discovery Prompt

  Configure Prometheus scrape targets — kubernetes_sd, ec2_sd, file_sd, consul_sd, relabeling, scrape interval tuning.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  SELinux & AppArmor Denial Decoder Prompt

  Decode SELinux AVC denials and AppArmor DENIED entries, identify the right fix (label, policy module, profile tweak), and avoid disabling LSMs as a shortcut.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Plan Review Checklist Prompt

  Review Terraform plan output — read 'destroy', 'replace', 'create', identify dangerous changes, automate review.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Merge Request Pipeline Debug Prompt

  Diagnose MR pipeline issues — pipeline not running, duplicate detached + branch pipelines, merge train failures, missing MR variables, ref:`merge` vs `head` SHA.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD + Terraform Backend & MR Plan Workflow Prompt

  Build GitLab-managed Terraform state, MR-driven `terraform plan` review, apply gating, and module versioning patterns.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Grafana Tempo Distributed Tracing Prompt

  Visualize traces in Grafana — Tempo data source, service graph, span metrics, trace search, OTLP integration.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes CoreDNS Debugging Prompt

  Diagnose Kubernetes DNS issues — CoreDNS not resolving, ndots traps, search domain explosion, NXDOMAIN floods, conntrack DNS races.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Node NotReady Diagnosis Prompt

  Diagnose why a Kubernetes Node is `NotReady` — kubelet failures, container runtime crashes, disk/PID pressure, network plugin down, certificate expiry.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Boot Failure & Rescue Prompt

  Recover an unbootable Linux server — GRUB failures, broken initramfs, fstab errors, missing root, kernel panics — with a deliberate rescue sequence.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  OpenTelemetry on Kubernetes Collector Design Prompt

  Design and debug the OpenTelemetry Collector on Kubernetes — agent vs gateway, receivers/processors/exporters, sidecar vs DaemonSet, traces/metrics/logs pipelines.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  OVN Control Plane Deep Dive Prompt

  Debug OVN control plane — Northbound/Southbound databases, ovn-northd, ovn-controller, logical flows, raft cluster health.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Cloud Provider Authentication Best Practices Prompt

  Authenticate Terraform to cloud providers safely — AWS IAM roles, GCP service accounts, Azure managed identity, OIDC from CI.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Thanos Debug: thanos_shipper_uploads_total & S3 Gaps

  Debug Thanos across Sidecar, Store Gateway, Compactor and Querier — diagnose S3 upload gaps (thanos_shipper_uploads_total), dedup errors and downsampling in Prometheus long-term storage.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  XFS Filesystem Troubleshooting Prompt

  Diagnose and repair XFS issues — log corruption, xfs_repair workflow, allocator/freespace problems, online vs offline checks, and dump/restore for the worst case.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Collections Design Prompt

  Build and use Ansible Collections — FQCN, requirements.yml, ansible-galaxy collection install, custom collections.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Role Generator Prompt

  Generate a complete, idempotent Ansible role with proper directory structure, defaults, handlers, molecule tests, and OS-family conditionals.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• OpenStack Intermediate

  Barbican Secret Store Management Prompt

  Manage Barbican secrets — secret/container/order model, HSM backend, key rotation, ACLs, Octavia integration.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  CI/CD Secret Exposure Review Prompt

  Audit GitHub Actions, GitLab CI, CircleCI, or Jenkins pipelines for secret leaks — logged secrets, exfiltration via unscoped tokens, third-party action risks.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Terraform Intermediate

  CloudFormation to Terraform Conversion Prompt

  Convert an AWS CloudFormation template (YAML or JSON) into idiomatic Terraform HCL — preserving behavior, improving readability.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Kubernetes & Helm Intermediate

  CrashLoopBackOff Debugging Prompt

  Drill into a specific CrashLoopBackOff failure — application crash, missing config, init container failure, or probe-driven kill — and find the actual cause.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• DevOps Security & Hardening Beginner

  Dockerfile Security Review Prompt

  AI security review of a Dockerfile — privilege, attack surface, secrets in layers, vulnerable bases, supply-chain risk.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Linux Admins Advanced

  ext4 Filesystem Corruption Recovery Prompt

  Recover a corrupted ext4 filesystem — fsck strategies, journal replay, debugfs forensics, restoring from backup superblocks.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Variables Debugging Prompt

  Diagnose why a GitLab CI/CD variable is missing, masked oddly, expanded wrong, or scoped to the wrong environment — protected, masked, file-type, inheritance, environment scope.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Pipeline & Access Tokens Security Prompt

  Manage and secure GitLab tokens — trigger tokens, project access tokens, group access tokens, $CI_JOB_TOKEN scope, leak detection and rotation.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Beginner

  Kubernetes ImagePullBackOff Debugging Prompt

  Diagnose `ImagePullBackOff` / `ErrImagePull` — wrong image name, private registry auth, imagePullSecrets, image signing/content trust, network reach to the registry.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Topology Spread Constraints Debug Prompt

  Diagnose and design topology spread constraints — zone/node distribution, skew tolerance, hard vs soft, single-zone cluster traps.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes YAML Security Review Checklist Prompt

  AI-driven security review of Kubernetes manifests — privilege, capabilities, network exposure, secret handling, and admission-policy compliance.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Host Network Connectivity Debug Prompt

  Diagnose single-host Linux networking — broken routes, firewall blocks, DNS, conntrack exhaustion, ephemeral port exhaustion, MTU issues — without confusing it with cloud/SDN problems.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Beginner

  Multi-AI Kubernetes Troubleshooting Prompt (ChatGPT vs Claude)

  A single portable troubleshooting prompt designed to elicit comparable structured responses from ChatGPT, Claude, and other AI assistants — so you can benchmark which tool diagnoses your incident best.

  • Claude
  • ChatGPT
  • Cursor
  • GitHub Copilot Chat
  Open prompt
• OpenStack Advanced

  Nova Scheduler Filter Analysis Prompt

  Diagnose why VMs aren't landing on hosts — review scheduler filters, weighers, host aggregates, placement allocations, and capacity.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  Prometheus Remote Write & Long-term Storage Prompt

  Configure remote write to long-term storage — Thanos Receive, Cortex/Mimir, VictoriaMetrics, troubleshoot queue/backlog/back-pressure.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Prometheus ServiceMonitor & PodMonitor Configuration Prompt

  Configure Prometheus Operator scrape — ServiceMonitor, PodMonitor, target discovery, label rewriting, missing metrics debugging.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Beginner

  SSH Security Audit Prompt

  Audit sshd_config, authorized_keys, and SSH client config — flag insecure defaults, weak algorithms, missing controls.

  • Claude
  • ChatGPT
  Open prompt
• DevOps Security & Hardening Intermediate

  Sudoers & Systemd Services Review Prompt

  AI review of /etc/sudoers (and /etc/sudoers.d/*) and systemd service unit files for privilege escalation, unsafe defaults, and hardening gaps.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Provider Configuration & Aliases Prompt

  Configure Terraform providers — version constraints, aliases for multi-region/multi-account, required_providers.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Advanced

  Ansible Molecule Testing Prompt

  Test Ansible roles with Molecule — scenarios, drivers (Docker/Podman/Vagrant), verifiers (Ansible/Testinfra), idempotence.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD `include:` & Template Refactor Prompt

  Refactor a large `.gitlab-ci.yml` using `include:`, hidden jobs (`.template:`), `!reference`, and `extends:` — without losing override flexibility.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Webhooks & External Triggers Debug Prompt

  Set up and debug GitLab webhooks (project, group, system), external pipeline triggers, integration with external orchestrators, and delivery troubleshooting.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Time Series Best Practices Prompt

  Build readable time series panels — units, legends, axis scaling, fill / stack mode, overrides, color choices.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Ironic Bare Metal Deployment Debug Prompt

  Diagnose Ironic deploys — node stuck in cleaning, deploy fails, PXE/iPXE issues, BMC unreachable, RAID config not applied.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Keystone Token & Policy Audit Prompt

  Audit Keystone configuration, role assignments, and policy.yaml for auth failures, token expiration issues, and excessive privilege.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Cluster Autoscaler / Karpenter Debug Prompt

  Diagnose cluster autoscaling — scale-up delay, scale-down protection, node group selection, pod doesn't fit any template, Karpenter NodePool/NodeClaim issues.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Ingress Troubleshooting Prompt

  Diagnose Ingress routing failures, controller misconfiguration, TLS issues, 404/502/503 cascades, and path-vs-host mismatches across NGINX, Traefik, Contour, and HAProxy controllers.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Operator Reconcile Loop Debug Prompt

  Debug operator reconciliation issues — finalizers stuck, status not updating, requeue storms, owner references, leader election.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Prometheus Storage, Retention & TSDB Prompt

  Configure Prometheus TSDB — retention, block size, compaction, WAL, disk sizing, troubleshooting OOM / disk-full.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  systemd Unit Failure Debugging Prompt

  Diagnose systemd unit failures — dependency cycles, mount/target failures, exit codes, journalctl filtering, drop-in overrides, and silent service flapping.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform Module Testing Prompt

  Test Terraform modules — terraform test (1.6+), terratest (Go), unit vs integration, mocking providers.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Alert Fatigue Reduction Strategy Prompt

  Reduce alert fatigue — SLO-based alerts vs symptom-based, severity tiers, runbook integration, deprecating noisy alerts.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Roles Structure Best Practices Prompt

  Design Ansible roles — defaults vs vars, meta dependencies, role parameters, tags, idempotency.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Cinder Volume Troubleshooting Prompt

  Diagnose stuck volumes, failed attachments, and backend issues (Ceph/LVM/iSCSI/NFS) in OpenStack Cinder using CLI output and service logs.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Cache vs Artifacts Design Prompt

  Choose between cache and artifacts in GitLab CI/CD — design cache keys that invalidate correctly, set artifact expiry, and avoid the common 'cache as artifact' mistake.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Manual Approval & Release Workflow Prompt

  Design release workflows with manual approval gates — protected environments, deployment freeze, release tagging, change-management integration.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Logs Panel & Derived Fields Prompt

  Use Grafana Logs panel — Loki queries, derived fields (link to traces), log volume panel, streaming logs.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes CRD Design & Versioning Prompt

  Design Custom Resource Definitions — schema validation, versioning (v1alpha1 → v1), conversion webhooks, status subresource, printer columns.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes HPA Debugging Prompt

  Diagnose HorizontalPodAutoscaler issues — flapping replicas, `unable to fetch metrics`, custom metrics adapter, behavior tuning, scale-from-zero patterns.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes PV / PVC / CSI Storage Troubleshooting Prompt

  Diagnose stuck PVCs, failed pod mounts, StorageClass provisioning errors, CSI driver crashes, and orphaned volume cleanups.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  LVM Troubleshooting Prompt

  Diagnose and recover LVM problems — missing PV, VG inactive, snapshot full, thin pool exhausted, online/offline resize, and metadata corruption.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Swift Object Storage Ring Management Prompt

  Manage Swift rings — add/remove nodes, rebalance, replication health, partition power, dispersion.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Module Composition Prompt

  Design Terraform modules — input/output contracts, composition, versioning, public vs private registry, when to abstract.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Alertmanager Routing, Grouping & Receivers Prompt

  Design Alertmanager routes — receivers (Slack, PagerDuty), grouping, inhibition, repeat intervals, mute timings.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Loops & Control Prompt

  Use Ansible loops correctly — loop vs with_items, complex loops, retries, loop_var, nested loops, performance.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Agent for Kubernetes (KAS) Debug Prompt

  Diagnose GitLab Agent for Kubernetes — agent not connecting, CI access not working, GitOps sync failures, KAS connectivity, manifest project setup.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD `rules:` Debugging Prompt

  Diagnose why a GitLab job did or didn't run — decode `rules:` evaluation, `only/except` legacy syntax, workflow rules, and complex `$CI_*` variable conditions.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Heatmap & Histogram Visualization Prompt

  Configure Grafana heatmaps for latency distribution — bucket binning, classic vs new heatmap, histogram source data.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes Pod Priority & Preemption Prompt

  Design PriorityClass hierarchies — critical system pods, tenant tiers, preemption policy, non-preemptive priority, scheduling guarantees.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes `FailedScheduling` Debug Prompt

  Diagnose `FailedScheduling` events — taints/tolerations mismatch, node affinity, topology spread skew, resource fit failures, and PV zone constraints.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux High Load & CPU Runaway Investigation Prompt

  Diagnose high load average, CPU saturation, run-queue pressure, IRQ storms, and steal time on Linux servers — distinguish user CPU vs system CPU vs I/O wait vs steal.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Manila Shared Filesystem Troubleshooting Prompt

  Diagnose Manila share issues — share stuck creating, access rules not applying, mount fails, backend (CephFS / NFS / GlusterFS) errors.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Multi-Environment Design Prompt

  Design Terraform for multiple environments — dev/staging/prod separation, tfvars patterns, account boundaries, promotion workflow.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Handlers & Notification Prompt

  Use Ansible handlers correctly — notify, listen, force handlers, multi-handler chains, when handlers don't fire.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Stat Panels, Thresholds & SLA Visualization Prompt

  Design stat panels with threshold colors, SLA compliance visualization, multi-value stat layouts.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Job & CronJob Debug Prompt

  Diagnose Jobs and CronJobs — pods not completing, backoff limit, history limit, time zone confusion, concurrency policy, missed runs, stuck cleanup.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Native Sidecar Containers Prompt

  Migrate to native sidecar containers (1.28+) — `initContainers` with `restartPolicy: Always`, ordering, graceful shutdown, common patterns (service mesh, log shipper).

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes RBAC Audit Prompt

  Audit Kubernetes Role, ClusterRole, RoleBinding, and ClusterRoleBinding for excessive permissions, stale bindings, and dangerous wildcards.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Intermediate

  Linux Disk Full / Inode Exhaustion Diagnosis Prompt

  Diagnose why a Linux filesystem is full or out of inodes — including deleted-but-held files, journal bloat, reserved blocks, and hidden mount-shadowed data.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux NUMA Imbalance Investigation Prompt

  Diagnose NUMA-related performance issues — cross-node memory access, allocation imbalance, scheduler migration, and how to pin workloads to nodes.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Magnum Kubernetes Cluster Debug Prompt

  Diagnose Magnum K8s cluster creation/scale failures — cluster template, COE driver, Heat stack interaction, node not joining, certificate issues.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  PromQL `rate()` vs `increase()` vs `irate()` Prompt

  Use Prometheus counter functions correctly — rate vs increase vs irate, counter resets, window size choice.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform Workspaces vs Directory Structure Prompt

  Choose between Terraform workspaces and directory-per-env — when each is appropriate, migration patterns.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Idempotency Design Prompt

  Make Ansible tasks idempotent — when to use changed_when / failed_when, check mode, validating shell tasks.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Designate DNS-as-a-Service Troubleshooting Prompt

  Diagnose Designate issues — zones not propagating, BIND/PowerDNS backend issues, pool config, record updates not visible.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Review Apps Setup Prompt

  Set up GitLab review apps — per-MR dynamic environments, URL routing via wildcard DNS / ingress, auto-cleanup, secret injection, cost control.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab Runner Troubleshooting Prompt

  Diagnose GitLab Runner failures — runner offline, executor errors, Docker-in-Docker issues, autoscaler problems, slow job pickup, and resource exhaustion.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Transformations Design Prompt

  Use Grafana transformations — join queries, calculate fields, filter, rename, group by, organize columns; combine data without changing queries.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes DaemonSet Debug Prompt

  Diagnose DaemonSet issues — pods not landing on every node, taint/toleration mismatch, node selector misconfig, rollout strategy debugging.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Init Containers Design Prompt

  Design init container patterns — dependency checks, secret pulling, schema migration, image construction; debug init failures and ordering issues.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Advanced

  Kubernetes NetworkPolicy Debug Prompt

  Diagnose why pod-to-pod, pod-to-service, or pod-to-external traffic is being dropped by NetworkPolicy — Calico, Cilium, Weave, or upstream defaults.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Context Switch & Lock Contention Diagnosis Prompt

  Diagnose context-switch storms, futex contention, kernel-level lock waits, and CPU scheduling pathologies that masquerade as 'app is slow.'

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  PromQL Histogram & Quantile Calculation Prompt

  Use Prometheus histograms correctly — `histogram_quantile`, bucket bounds, p99 latency calculation, histogram vs summary, native histograms.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Intermediate

  Terraform State Locking Debug Prompt

  Diagnose Terraform state lock issues — DynamoDB / GCS / Azure lease locks, stuck locks, force-unlock, multi-runner contention.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Variable Precedence Prompt

  Debug Ansible variable scope — precedence rules, override behavior, hostvars, magic vars, set_fact lifetime.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Advanced

  GitLab CD: Blue/Green, Canary & Rolling Deployment Patterns Prompt

  Design GitLab CD pipelines implementing blue/green, canary, and rolling deployment strategies for Kubernetes, VM, and serverless targets.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Annotations & Event Overlays Prompt

  Add deploy markers, incident events, scheduled maintenance overlays to Grafana dashboards — query-based, manual, tag filtering.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes StatefulSet Debug Prompt

  Diagnose StatefulSet issues — ordered deployment stuck, headless Service not resolving, PVC claim template misbehavior, scale-down problems, partition rollouts.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Network Performance Tuning Prompt

  Diagnose slow network throughput, high latency, retransmits, ephemeral port exhaustion, and tune TCP/UDP stack parameters (BBR, buffers, queues) safely.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Advanced

  Octavia Load Balancer Troubleshooting Prompt

  Diagnose Octavia issues — amphora boot failures, listener/pool/health-monitor misconfig, certificate problems, failover, statistics.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  PromQL Recording Rules Design Prompt

  Design Prometheus recording rules — naming convention, evaluation interval, when to use, retention, multi-cluster patterns.

  • Claude
  • ChatGPT
  Open prompt
• Terraform Advanced

  Terraform State Surgery & Import Prompt

  Perform Terraform state operations — terraform state mv/rm/import, replace, large-scale imports via import block.

  • Claude
  • ChatGPT
  Open prompt
• Infrastructure as Code Intermediate

  Ansible Inventory Design Prompt

  Design Ansible inventories — static vs dynamic, group hierarchy, host_vars / group_vars, multi-environment patterns.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab Environments & Deployments Debug Prompt

  Diagnose GitLab environments — stuck deployments, environment scope, `stop_in` cleanup, protected environments, deployment tier confusion.

  • Claude
  • ChatGPT
  Open prompt
• OpenStack Intermediate

  Glance Image Lifecycle Management Prompt

  Manage Glance images — store backends, image signing, format conversion, image cache, multi-store, deletion-protection.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Panel Types Selection Prompt

  Choose the right Grafana panel — timeseries vs stat vs gauge vs bar gauge vs heatmap vs table; visualization principles for each.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes ConfigMap Live Reload Prompt

  Diagnose ConfigMap update propagation — env vs volume mounts, projected volumes, configmap-reloader, immutable configmaps.

  • Claude
  • ChatGPT
  Open prompt
• Kubernetes & Helm Intermediate

  Kubernetes Deployment Rollout Debug Prompt

  Diagnose stuck Deployment rollouts — `ProgressDeadlineExceeded`, replica set churn, maxSurge/maxUnavailable misconfig, image pull pacing, and stuck-mid-rollout recovery.

  • Claude
  • ChatGPT
  Open prompt
• Linux Admins Advanced

  Linux Block I/O Performance Investigation Prompt

  Diagnose slow disk I/O, high iowait, queue depth saturation, and storage performance regressions using iostat, blktrace, fio, and per-device metrics.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Advanced

  PromQL Query Optimization Prompt

  Diagnose slow PromQL queries — cardinality explosion, range vector traps, sum vs avg pitfalls, query timeout, recording rules opportunity.

  • Claude
  • ChatGPT
  Open prompt
• Prometheus & Monitoring Intermediate

  Grafana Dashboard Query Builder Prompt

  Generate PromQL and Grafana panel JSON for service dashboards (RED, USE, golden signals).

  • Claude
  • ChatGPT
  Open prompt
• Bash & Python Automation Beginner

  Bash Script Code Review Prompt

  Get a senior-engineer review of any Bash script — safety, idempotency, error handling, portability.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Incident Response Intermediate

  Kubernetes Pod Crash Diagnosis Prompt

  Diagnose CrashLoopBackOff, OOMKilled, ImagePullBackOff, and stuck pods from kubectl output.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• Bash & Python Automation Intermediate

  Ansible Playbook Generator Prompt

  Generate idempotent Ansible playbooks with proper handlers, tags, and check-mode support.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt
• RabbitMQ Advanced

  RabbitMQ Queue Investigation Prompt

  Investigate backed-up queues, dead-letter spillover, and consumer issues in RabbitMQ clusters.

  • Claude
  • ChatGPT
  Open prompt
• GitLab CI/CD Intermediate

  GitLab CI/CD Debugging Prompt

  Diagnose failing GitLab CI/CD pipelines from job logs, .gitlab-ci.yml, and runner configuration.

  • Claude
  • ChatGPT
  • Cursor
  Open prompt