AI Prompt Library

1,603 production-ready prompts across 23 stacks. Search, filter, and copy — every prompt has fill-in placeholders and a worked example.

1,603 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
• 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 Core Dump Analysis Prompt

  Use systemd-coredump and coredumpctl to capture, locate, and analyze userspace process crashes — finding the faulting frame, missing debug symbols, and the recurring crasher — without setting up an ad-hoc core dump pipeline.

  • 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 Network Metrics Prompt

  Configure the Prometheus SNMP Exporter to monitor switches, routers, firewalls, and UPSes — generator.yml modules, MIB walks, auth (v2c/v3), and mapping OIDs to clean labeled metrics.

  • 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 CI/CD Monorepo Strategy Prompt

  Design GitLab CI/CD for monorepos — selective builds via path filters, per-service pipelines via child pipelines, shared library detection, dependency-aware builds.

  • 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

  OpenStack Request-ID Log Trace Prompt

  Correlate a single API request across services (nova-api → conductor → scheduler → compute → neutron → cinder) using OpenStack request IDs.

  • 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 Architecture & Component Debug Prompt

  Operate Thanos — Sidecar, Receive, Store Gateway, Compactor, Querier, Ruler; troubleshoot dedup, downsampling, S3 issues.

  • 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