Kubernetes & Helm AI Prompts
177 free, production-ready Kubernetes & Helm AI prompts — copy-paste ready for ChatGPT, Claude, or Cursor. Every prompt ships with fill-in placeholders, a worked example, and production-safety notes, so you get a usable answer on the first try.
- 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 - 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 - 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 - 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 - 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 - 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 - Kubernetes & Helm Intermediate
Helm Chart.lock Dependency Drift Reconciliation Prompt
Resolve Chart.yaml vs Chart.lock dependency drift and 'found in Chart.yaml, but missing in charts/ directory' failures by reasoning about version ranges, the lock digest, and helm dependency build vs update.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Intermediate
Helm Release History Pruning and max-history Prompt
Stop Helm release history from bloating etcd with hundreds of Secret/ConfigMap revisions — set --history-max, prune safely, and avoid hitting the 1MB Secret size limit or slow upgrades.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Beginner
kubectl port-forward Connection Failure Debug Prompt
Diagnose why kubectl port-forward drops, refuses, or hangs — pod not Ready, wrong target port, SPDY/websocket proxy issues, or an app bound to localhost inside the container — instead of guessing.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Intermediate
CronJob Concurrency, History, and Missed-Schedule Tuning Prompt
Tune a CronJob's concurrencyPolicy, startingDeadlineSeconds, and history limits so overlapping runs, missed schedules after downtime, and unbounded Job/Pod accumulation stop happening.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Pod DNS ndots and Search Domain Latency Tuning Prompt
Cut DNS latency and failed lookups caused by the default ndots:5 and long search-domain lists — decide when to override dnsConfig, use FQDNs with a trailing dot, or keep cluster defaults.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Intermediate
metrics-server Unavailable and kubectl top Failure Debug Prompt
Fix 'metrics not available' / 'error: Metrics API not available' when kubectl top and HPAs stop working — diagnose the APIService, TLS/kubelet connectivity, and metrics-server flags instead of restarting blindly.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Intermediate
PVC Online Volume Expansion Runbook Prompt
Safely grow a PersistentVolumeClaim in place — verify the StorageClass allows expansion, patch the request, and confirm the filesystem actually resized without corrupting data or getting stuck in FileSystemResizePending.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Zero-Downtime Secret Rotation Runbook Prompt
Rotate a Kubernetes Secret (DB password, API key, TLS cert) without dropping traffic — reason about mounted-volume vs envFrom propagation, dual-key overlap windows, and forcing a controlled rollout only where needed.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Windows Node Workload Scheduling and Isolation Prompt
Correctly place Windows containers onto Windows nodes in a mixed-OS cluster using nodeSelector, OS taints, and RuntimeClass so Linux pods never land on Windows nodes and Windows pods never crash on Linux.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Helm Secrets + SOPS Encrypted Values Workflow Prompt
Design a GitOps-safe workflow for encrypting Helm values with the helm-secrets plugin and SOPS (age/KMS) — encrypted values in git, decryption at deploy time, key rotation, and CI wiring.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Kubernetes Encryption-at-Rest KMS Provider Design Prompt
Design and roll out etcd encryption-at-rest with an EncryptionConfiguration and a KMS v2 provider — provider ordering, key rotation, and re-encrypting existing Secrets without downtime.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Ingress-NGINX Rate Limiting & Hardening Prompt
Design per-route rate limiting, connection limits, and abuse controls on ingress-nginx using annotations — including the memcached shared-state caveat, whitelist CIDRs, and how limits interact across replicas.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Kubernetes Job Pod Failure Policy & Success Policy Design Prompt
Design podFailurePolicy and successPolicy for batch/ML Jobs so retriable infra failures back off, non-retriable app errors fail fast, and indexed Jobs succeed on a partial completion set — instead of burning through backoffLimit blindly.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Kubernetes Memory QoS with cgroup v2 Tuning Prompt
Tune Memory QoS (memory.min / memory.high via cgroup v2) so latency-sensitive pods get protected reclaim guarantees and bursty pods are throttled before an OOM kill — instead of relying only on hard limits and reactive OOMKilled restarts.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Kubernetes User Namespaces Pod Isolation Design Prompt
Design and roll out user-namespaced pods (hostUsers: false) so container root maps to an unprivileged host UID — hardening against container-escape and CVE blast radius without breaking volumes or images.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Intermediate
Parameterize Hardcoded Manifests Into a Helm Chart Prompt
Refactor a pile of static Kubernetes YAML into a clean, reusable Helm chart with a well-designed values.yaml, helpers, and sensible defaults, without over-templating.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Advanced
Failed Helm Upgrade Recovery Runbook Prompt
Recover from a failed or partially-applied Helm upgrade by reading release history and status, deciding between rollback, --force, and manual repair, without losing data or compounding the failure.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Intermediate
CrashLoopBackOff Triage From Describe and Logs Prompt
Walk a CrashLoopBackOff pod from kubectl describe, previous-container logs, and exit codes to a precise root cause and fix, instead of blindly restarting it.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Intermediate
Deployment Production-Readiness Review Prompt
Review a Kubernetes Deployment manifest against a production-readiness checklist (probes, resources, security context, rollout strategy, PDB, anti-affinity) before it ships.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Advanced
Zero-Trust NetworkPolicy Design Prompt
Design a default-deny NetworkPolicy set for a namespace, then add precise ingress/egress allow rules per workload so only intended traffic flows, including DNS and cross-namespace dependencies.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Intermediate
Pending Pod Scheduling Diagnosis Prompt
Diagnose why a pod is stuck Pending by reading scheduler events, node capacity, and the pod's scheduling constraints, then propose the minimal change to get it scheduled.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Intermediate
Readiness, Liveness and Startup Probe Authoring Prompt
Author the three probe types correctly for a real workload so liveness restarts only on true hangs, readiness gates traffic accurately, and a startupProbe covers slow boots.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Advanced
Resource Requests, Limits and HPA Right-Sizing Prompt
Right-size cpu/memory requests and limits from observed usage and pair them with a sane HPA so a workload scales on the correct signal without thrashing or OOMing.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Advanced
Zero-Downtime Rollout Plan Prompt
Plan a zero-downtime rollout of a Kubernetes service by combining rollout strategy, readiness gating, connection draining, PDBs, and a rollback trigger into a step-by-step runbook.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Intermediate
Helm Capabilities & kubeVersion Gating Prompt
Make a chart render correct apiVersions across clusters using .Capabilities checks and Chart.yaml kubeVersion constraints, instead of shipping manifests that fail on older or newer clusters.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Intermediate
Helm resource-policy keep & Orphan Retention Prompt
Decide which release resources should survive helm uninstall using the helm.sh/resource-policy: keep annotation — and clean up the orphans safely afterward.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Intermediate
Helm set-json & set-file Structured CI Injection Prompt
Inject complex structured values (arrays, nested objects, file contents) into Helm releases from CI without fragile --set escaping or committing secrets to values files.
- Claude
- ChatGPT
- Cursor
Open prompt - Kubernetes & Helm Advanced
Kubernetes Kueue Gang Scheduling & Job Queueing Prompt
Design Kueue ClusterQueues, LocalQueues, and ResourceFlavors to queue batch/ML jobs with gang (all-or-nothing) scheduling on a shared cluster.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Intermediate
Kubernetes loadBalancerClass Multi-Controller Routing Prompt
Run multiple LoadBalancer implementations (cloud LB, MetalLB, a hardware controller) in one cluster by routing each Service to the right provider with spec.loadBalancerClass.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Intermediate
Kubernetes PDB unhealthyPodEvictionPolicy Prompt
Stop PodDisruptionBudgets from deadlocking node drains when pods are already broken, by choosing the right unhealthyPodEvictionPolicy and minAvailable/maxUnavailable math.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Advanced
Kubernetes ProxyTerminatingEndpoints Zero-Drop Rollout Prompt
Diagnose connection drops during rollouts and node drains caused by traffic routed away from terminating pods, and fix them with terminating-endpoint routing and preStop drains.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Advanced
Kubernetes Topology Manager & NUMA CPU Policy Prompt
Tune kubelet Topology Manager, CPU Manager, and Memory Manager policies so latency-sensitive pods get NUMA-aligned CPUs and memory instead of cross-socket performance cliffs.
- Claude
- ChatGPT
Open prompt - Kubernetes & Helm Advanced
Kubernetes Webhook matchConditions CEL Filtering Prompt
Use CEL matchConditions on admission webhook configurations to skip irrelevant requests before they ever reach your webhook server, cutting latency and blast radius.
- Claude
- ChatGPT
- Cursor
Open prompt - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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
About these Kubernetes & Helm AI prompts
This is a free, curated collection of Kubernetes & Helm AI prompts for DevOps and platform engineers — prompt templates that turn Claude, ChatGPT, or Cursor into a focused Kubernetes & Helm assistant. Instead of re-explaining your setup every time, each prompt has fill-in placeholders, a realistic worked example, and explicit safety and back-out notes, so it's safe to use against production Kubernetes & Helm.
Browse all 177 above, or explore the wider Kubernetes & Helm prompts and troubleshooting guides, the full DevOps AI prompt library, and run or compare any prompt live in the Prompt Workspace. Hit a production issue instead? Try the free Incident Assistant.