AI for Kubernetes & Helm
Troubleshoot clusters, review manifests, generate Helm charts, debug pods, and harden Kubernetes workloads with AI-assisted workflows.
Prompts
- 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - Intermediate
Velero Backup & Restore for Kubernetes Prompt
Design Velero backup strategy — schedules, restore, namespace migration, cross-cluster DR, snapshot integration.
- Claude
- ChatGPT
Open prompt - 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 - 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 - 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 - 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 - 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 - 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 - Intermediate
Kubernetes Ephemeral Volumes Design Prompt
Use emptyDir, projected, downwardAPI, generic ephemeral volumes, and CSI ephemeral — sizing, security, performance.
- Claude
- ChatGPT
Open prompt - 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 - 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 - 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 - Intermediate
Kubernetes StorageClass Design Prompt
Design StorageClasses — provisioner, parameters, reclaim policy, volumeBindingMode, multi-tier (fast/slow), default class.
- Claude
- ChatGPT
Open prompt - 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 - 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 - Intermediate
Kubernetes VolumeSnapshot & CSI Snapshot Prompt
Use CSI volume snapshots — VolumeSnapshotClass, VolumeSnapshot, restore from snapshot, snapshotter sidecar issues.
- Claude
- ChatGPT
Open prompt - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - Intermediate
Prometheus ServiceMonitor & PodMonitor Configuration Prompt
Configure Prometheus Operator scrape — ServiceMonitor, PodMonitor, target discovery, label rewriting, missing metrics debugging.
- Claude
- ChatGPT
Open prompt - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - Intermediate
Kubernetes RBAC Audit Prompt
Audit Kubernetes Role, ClusterRole, RoleBinding, and ClusterRoleBinding for excessive permissions, stale bindings, and dangerous wildcards.
- Claude
- ChatGPT
Open prompt - 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 - 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 - 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 - 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 - 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 - Intermediate
Kubernetes ConfigMap Live Reload Prompt
Diagnose ConfigMap update propagation — env vs volume mounts, projected volumes, configmap-reloader, immutable configmaps.
- Claude
- ChatGPT
Open prompt - 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