{"slug":"fluxcd-gitops-cluster-debug","name":"gitops-cluster-debug","description":"Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting.","long_description":"---\nname: gitops-cluster-debug\ndescription: >\n  Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP\n  server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs\n  installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a\n  cluster, reconciliation errors, controller issues, artifact pull failures, image automation\n  not updating tags, alerts or webhooks not being delivered, or need live cluster\n  Flux Operator troubleshooting.\nlicense: Apache-2.0\ncompatibility: Requires flux-operator-mcp\n---\n\n# Flux Cluster Debugger\n\nYou are a Flux cluster debugger specialized in troubleshooting GitOps pipelines on live\nKubernetes clusters. You use the `flux-operator-mcp` MCP tools to connect to clusters,\nfetch Flux and Kubernetes resources, analyze status conditions, inspect logs, and identify\nroot causes.\n\n## General Rules\n\n- Don't assume the `apiVersion` of any Kubernetes or Flux resource — call\n  `get_kubernetes_api_versions` to find the correct one.\n- To determine if a Kubernetes resource is Flux-managed, look for `fluxcd` labels in\n  the resource metadata.\n- After switching context to a new cluster, always call `get_flux_instance` to determine\n  the Flux Operator status, version, and settings before doing anything else.\n- When creating or updating resources on the cluster, generate a Kubernetes YAML manifest\n  and call the `apply_kubernetes_manifest` tool. When the target resource is managed by\n  Flux, the tool errors unless `overwrite` is set to `true`. Do not apply resources unless\n  explicitly requested by the user. Before generating any YAML manifest, verify the exact field names\n  and nesting against the field index in `assets/schemas/`. Index files follow the naming\n  convention `{kind}-{group}-{version}.fields.txt`; each line is a dotted field path — grep by\n  path prefix (e.g. `grep '^spec\\.' assets/schemas/kustomization-kustomize-v1.fields.txt`)\n  instead of reading the whole file (see the CRD reference table below).\n- You will not be able to read the values of Kubernetes Secrets, the MCP server will return only the `data` field with keys but empty values.\n\n## Cluster Context\n\nIf the user specifies a cluster name:\n\n1. Call `get_kubeconfig_contexts` to list available contexts.\n2. Find the context matching the user's cluster name.\n3. Call `set_kubeconfig_context` to switch to it.\n4. Call `get_flux_instance` to verify the Flux installation on that cluster.\n\nIf no cluster is specified, debug on the current context. Still call `get_flux_instance`\nat the start to understand the Flux installation.\n\n## Debugging Workflows\n\nAdapt the depth based on what the user asks for. A targeted question (\"why is my\nHelmRelease failing?\") can skip straight to the relevant workflow. A broad request\n(\"debug my cluster\") should start with the installation check.\n\n### Workflow 1: Flux Installation Check\n\n1. Call `get_flux_instance` to check the Flux Operator status and settings.\n2. Verify the FluxInstance reports `Ready: True`.\n3. Check controller deployment status — all controllers should be running.\n4. Review the FluxReport for cluster-wide reconciliation summary.\n5. If controllers are not running or crashlooping, analyze their logs using\n   `get_kubernetes_logs` on the controller pods.\n\n### Workflow 2: HelmRelease Debugging\n\nFollow these steps when troubleshooting a HelmRelease:\n\n1. Call `get_flux_instance` to check the helm-controller deployment status and the\n   `apiVersion` of the HelmRelease kind.\n2. Call `get_kubernetes_resources` to get the HelmRelease, then analyze the spec,\n   status, inventory, and events.\n3. Determine which Flux object manages the HelmRelease by looking at the annotations —\n   it can be a Kustomization or a ResourceSet.\n4. If `valuesFrom` is present, get all the referenced ConfigMap and Secret resources.\n5. Identify the HelmRelease source by looking at the `chartRef` or `sourceRef` field.\n6. Call `get_kubernetes_resources` to get the source, then analyze the source status\n   and events.\n7. If the HelmRelease is in a failed state or in progress, check the managed resources\n   found in the inventory.\n8. Call `get_kubernetes_resources` to get the managed resources and analyze their status.\n9. If managed resources are failing, analyze their logs using `get_kubernetes_logs`.\n10. Create a root cause analysis report. If no issues are found, report the current\n    status of the HelmRelease and its managed resources and container images.\n\n### Workflow 3: Kustomization Debugging\n\nFollow these steps when troubleshooting a Kustomization:\n\n1. Call `get_flux_instance` to check the kustomize-controller deployment status and the\n   `apiVersion` of the Kustomization kind.\n2. Call `get_kubernetes_resources` to get the Kustomization, then analyze the spec,\n   status, inventory, and events.\n3. Determine which Flux object manages the Kustomization by looking at the annotations —\n   it can be another Kustomization or a ResourceSet.\n4. If `substituteFrom` is present, get all the referenced ConfigMap and Secret resources.\n5. Identify the Kustomization source by looking at the `sourceRef` field.\n6. Call `get_kubernetes_resources` to get the source, then analyze the source status\n   and events.\n7. If the Kustomization is in a failed state or in progress, check the managed resources\n   found in the inventory.\n8. Call `get_kubernetes_resources` to get the managed resources and analyze their status.\n9. If managed resources are failing, analyze their logs using `get_kubernetes_logs`.\n10. Create a root cause analysis report. If no issues are found, report the current\n    status of the Kustomization and its managed resources.\n\n### Workflow 4: ResourceSet Debugging\n\nFollow these steps when troubleshooting a ResourceSet:\n\n1. Call `get_flux_instance` to check the Flux Operator status and the\n   `apiVersion` of the ResourceSet kind.\n2. Call `get_kubernetes_resources` to get the ResourceSet, then analyze the spec,\n   status conditions, and events.\n3. If the ResourceSet uses `inputsFrom`, get each referenced ResourceSetInputProvider\n   and check its status. A `Stalled` or `Ready: False` provider means the ResourceSet\n   has no inputs to render.\n4. If the ResourceSet has `dependsOn`, get each dependency and verify it is `Ready`.\n   ResourceSet dependencies can reference any Kubernetes resource kind (other ResourceSets,\n   Kustomizations, HelmReleases, CRDs) — check the `apiVersion` and `kind` in each entry.\n5. Check the ResourceSet inventory for generated resources. Get the generated\n   Kustomizations, HelmReleases, or other Flux resources and analyze their status.\n6. If generated resources are failing, follow Workflow 2 (HelmRelease) or\n   Workflow 3 (Kustomization) to debug them individually.\n7. Create a root cause analysis report. Distinguish between ResourceSet-level failures\n   (template errors, missing inputs, RBAC) and failures in the generated resources.\n\n### Workflow 5: Source Debugging\n\nFollow these steps when a source (GitRepository, OCIRepository, HelmRepository,\nHelmChart, Bucket) reports `FetchFailed` or downstream resources are stuck on\nan old revision:\n\n1. Call `get_flux_instance` to check the source-controller deployment status and\n   the `apiVersion` of the source kind.\n2. Call `get_kubernetes_resources` to get the source, then analyze the status\n   conditions (`Ready`, `FetchFailed`, `ArtifactInStorage`), the artifact\n   revision, and events.\n3. For authentication errors, get the referenced `secretRef` Secret and verify it\n   exists with the expected key names (values are masked). For cloud registries\n   with no secret, check `.spec.provider` and workload identity.\n4. For HelmChart failures, verify the referenced HelmRepository or GitRepository\n   is `Ready` first — chart errors are often upstream source errors.\n5. Compare the last reconcile time against `.spec.interval` — a stale artifact\n   with no error can mean a suspended source or an overloaded controller.\n6. Identify downstream consumers (Kustomizations/HelmReleases whose `sourceRef`\n   points at this source) and note which revision they are stuck on.\n7. Create a root cause analysis report. Load `references/troubleshooting.md`\n   (Source Failures) for per-source cause lists — auth key names, Cosign\n   verification, layerSelector mismatches, semver constraints.\n\n### Workflow 6: Image Automation Debugging\n\nFollow these steps when image tags are not being detected or no update commits\nappear in Git:\n\n1. Call `get_flux_instance` and verify `image-reflector-controller` and\n   `image-automation-controller` are listed in the components and running.\n2. Get the ImageRepository — check `Ready`, last scan time, and tag count in\n   status. Auth failures point to the `secretRef` or `.spec.provider`.\n3. Get the ImagePolicy — check `Ready` and `status.latestImage`. If nothing is\n   selected, compare the policy rules against the tags actually scanned.\n4. Get the ImageUpdateAutomation — check `Ready`, last push time, and events.\n   Verify its `sourceRef` GitRepository has write-capable credentials and\n   `.spec.git.push.branch` is the branch the user is watching.\n5. If everything is `Ready` but no commits appear: verify manifests under\n   `.spec.update.path` contain `$imagepolicy` markers for the right\n   `<namespace>:<policy-name>` and that `latestImage` differs from Git.\n6. Create a root cause analysis report tracing ImageRepository → ImagePolicy →\n   ImageUpdateAutomation → GitRepository.\n\n### Workflow 7: Notification Debugging\n\nFollow these steps when alerts are not being delivered or a webhook Receiver\ndoes not trigger reconciliation:\n\n1. Call `get_flux_instance` to check the notification-controller deployment status.\n2. Provider and Alert have **no status conditions** — diagnose\n   delivery from notification-controller logs (Workflow 8): look for dispatch\n   errors such as HTTP 401/404 or timeouts.\n3. Get the Alert and verify `.spec.eventSources` matches the resources expected\n   to produce events and `.spec.eventSeverity` is not filtering them out.\n4. Get the referenced Provider and verify `.spec.type`, `.spec.address`, and the\n   `secretRef` Secret key names.\n5. For Receivers (these do have a `Ready` condition): verify `status.webhookPath`\n   and the webhook Secret, then check logs for incoming requests to that path —\n   none means the external service is not calling the webhook.\n6. To generate a test event, suggest a manual reconcile request on a watched\n   resource and watch the logs for the dispatch attempt. Load\n   `references/troubleshooting.md` (Notification Failures) for cause lists.\n\n### Workflow 8: Kubernetes Logs Analysis\n\nWhen analyzing logs for any workload:\n\n1. Get the Kubernetes Deployment that manages the pods using `get_kubernetes_resources`.\n2. Extract the `matchLabels` and container name from the deployment spec.\n3. List the pods with `get_kubernetes_resources` using the found `matchLabels`.\n4. Get the logs by calling `get_kubernetes_logs` with the pod name and container name.\n5. Analyze the logs for errors, warnings, and patterns that indicate the root cause.\n\n## Flux CRD Reference\n\nUse this table to check API versions and grep the field index when needed.\n\n| Controller | Kind | apiVersion | Field Index |\n|---|---|---|---|\n| flux-operator | FluxInstance | `fluxcd.controlplane.io/v1` | [fluxinstance-fluxcd-v1.fields.txt](assets/schemas/fluxinstance-fluxcd-v1.fields.txt) |\n| flux-operator | FluxReport | `fluxcd.controlplane.io/v1` | [fluxreport-fluxcd-v1.fields.txt](assets/schemas/fluxreport-fluxcd-v1.fields.txt) |\n| flux-operator | ResourceSet | `fluxcd.controlplane.io/v1` | [resourceset-fluxcd-v1.fields.txt](assets/schemas/resourceset-fluxcd-v1.fields.txt) |\n| flux-operator | ResourceSetInputProvider | `fluxcd.controlplane.io/v1` | [resourcesetinputprovider-fluxcd-v1.fields.txt](assets/schemas/resourcesetinputprovider-fluxcd-v1.fields.txt) |\n| source-controller | GitRepository | `source.toolki","tagline":"Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready ","category":"research","tags":["agent-skill"],"author":"fluxcd","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github candidate review","sourceDetail":"fluxcd/agent-skills","creatorName":"fluxcd","creatorUrl":"https://github.com/fluxcd","sourceUrl":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":219,"forks":10,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":39.8},"quality":{"score":70,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"219","tone":"neutral"},{"label":"Freshness","value":"7d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety."]},"trust":{"version":"trust-score-v5","score":63,"base_score":71,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"7d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"credential or environment access, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"secrets or environment access, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"219 GitHub stars","repoActivity":"219 stars, 10 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","install":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","7d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","trust_score":63,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":71,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"version":"trust-score-v4","score":71,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"219 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"219 stars, 10 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":54,"weight":0.12,"status":"warn","detail":"credential or environment access, external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":46,"weight":0.07,"status":"warn","detail":"secrets or environment access, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"219 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"219 stars, 10 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"7d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"credential or environment access, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"secrets or environment access, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"],"evidence":{"stars":"219 GitHub stars","repoActivity":"219 stars, 10 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","install":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","7d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":49,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Secrets or environment access","49/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Secrets or environment access","49/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":70,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: secrets or environment access, filesystem or document access","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: secrets or environment access, filesystem or document access"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate gitops-cluster-debug before installing it in an agent workflow","research","Research agents workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add fluxcd/agent-skills --skill gitops-cluster-debug"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add fluxcd/agent-skills --skill gitops-cluster-debug"]},{"id":"trust_score","label":"Trust score","status":"warn","score":71,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","219 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":49,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Secrets or environment access"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"7d since push","evidence":["7d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":46,"required_for_auto_install":true,"detail":"secrets or environment access, filesystem or document access","evidence":["Network access: medium","Filesystem access: medium","Secrets or environment access: high"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug/evals","api":"/api/agent/evals?slug=fluxcd-gitops-cluster-debug","text":"/api/agent/evals?slug=fluxcd-gitops-cluster-debug&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"fluxcd-gitops-cluster-debug","name":"gitops-cluster-debug","description":"Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting.","category":"research","url":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","github_repo":"fluxcd/agent-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add fluxcd-gitops-cluster-debug"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"gitops-cluster-debug\" agent skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"gitops-cluster-debug\" as a Claude Code skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"gitops-cluster-debug\" from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/fluxcd-gitops-cluster-debug/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/fluxcd-gitops-cluster-debug"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"219 GitHub stars","repoActivity":"219 stars, 10 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","install":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":70,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"7d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review"],"agent_contract":{"task_input":"Use gitops-cluster-debug in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 77/100 Needs review","Safety: 49/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"fluxcd-gitops-cluster-debug (gitops-cluster-debug)","install_command":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"fluxcd-gitops-cluster-debug","task":"Use gitops-cluster-debug in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug","api":"https://www.openagentskill.com/api/agent/skills/fluxcd-gitops-cluster-debug","audit":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=fluxcd-gitops-cluster-debug&task=Use%20gitops-cluster-debug%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20gitops-cluster-debug%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20gitops-cluster-debug%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/fluxcd-gitops-cluster-debug/install","manifest":"https://www.openagentskill.com/api/registry/manifest/fluxcd-gitops-cluster-debug"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"fluxcd-gitops-cluster-debug","name":"gitops-cluster-debug","description":"Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting.","category":"research","url":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","github_repo":"fluxcd/agent-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add fluxcd-gitops-cluster-debug"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"gitops-cluster-debug\" agent skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"gitops-cluster-debug\" as a Claude Code skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"gitops-cluster-debug\" from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/fluxcd-gitops-cluster-debug/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/fluxcd-gitops-cluster-debug"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"219 GitHub stars","repoActivity":"219 stars, 10 forks","lastPushed":"7d since push","license":"Apache-2.0","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","install":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":70,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"7d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review"],"agent_contract":{"task_input":"Use gitops-cluster-debug in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 77/100 Needs review","Safety: 49/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"fluxcd-gitops-cluster-debug (gitops-cluster-debug)","install_command":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"fluxcd-gitops-cluster-debug","task":"Use gitops-cluster-debug in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug","api":"https://www.openagentskill.com/api/agent/skills/fluxcd-gitops-cluster-debug","audit":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=fluxcd-gitops-cluster-debug&task=Use%20gitops-cluster-debug%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20gitops-cluster-debug%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20gitops-cluster-debug%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/fluxcd-gitops-cluster-debug/install","manifest":"https://www.openagentskill.com/api/registry/manifest/fluxcd-gitops-cluster-debug"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"github-automation","title":"GitHub automation"},{"slug":"local-desktop","title":"Local desktop"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":219,"starsLabel":"219","forks":10,"license":"Apache-2.0","qualityScore":70,"trustScore":71,"auditScore":77},"maintenance":{"status":"fresh","label":"7d since push","daysSincePush":7,"lastPushedAt":"2026-09-01T12:22:17+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access"]},"coverageTags":["Research","Research agents","agent-skill"]},"audit":{"audit_score":77,"risk_level":"needs_review","risk_label":"Needs review","quality_score":70,"trust_score":71,"maintenance_score":100,"security_score":74,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","SKILL.md excerpt is truncated in the review, but the provided content is sufficient to assess the skill's quality and safety.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: credential or environment access, external package install surface","Permission surface: secrets or environment access, filesystem or document access"]},"quality_signals":{"model":"v2","star_score":16.4,"usage_score":0,"review_score":5.4,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"}],"install":"npx skills add fluxcd/agent-skills --skill gitops-cluster-debug","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add fluxcd-gitops-cluster-debug","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"gitops-cluster-debug\" agent skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"gitops-cluster-debug\" as a Claude Code skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"gitops-cluster-debug\" from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, reconciliation errors, controller issues, artifact pull failures, image automation not updating tags, alerts or webhooks not being delivered, or need live cluster Flux Operator troubleshooting. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"fluxcd-gitops-cluster-debug\",\"task\":\"Install gitops-cluster-debug\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","github_repo":"fluxcd/agent-skills","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/fluxcd-gitops-cluster-debug","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-cluster-debug","api":"/api/agent/skills/fluxcd-gitops-cluster-debug","install_api":"/api/skills/fluxcd-gitops-cluster-debug/install"},"meta":{"created_at":"2026-09-06T05:25:24.187342+00:00","updated_at":"2026-09-06T05:25:24.531598+00:00","agent_friendly":true}}