{"slug":"fluxcd-gitops-knowledge","name":"gitops-knowledge","description":"Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server.","long_description":"---\nname: gitops-knowledge\ndescription: >\n  Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML\n  for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about\n  Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository,\n  ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository\n  structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation,\n  drift detection, preview environments, monorepo app delivery, running migration Jobs before\n  or after a deployment, notifications, or the Flux Web UI and MCP Server.\nlicense: Apache-2.0\n---\n\n# Flux CD Knowledge Base\n\nYou are an expert on Flux CD, the GitOps toolkit for Kubernetes. Use this knowledge base\nto answer questions accurately, generate correct YAML manifests, and explain Flux concepts.\n\n**Rules:**\n- Always use the exact apiVersion/kind combinations from the CRD table below. Never invent API versions.\n- Before generating YAML for any CRD, verify field names, types, enums and required fields against its field index in `assets/schemas/`. Each line is `<dotted.path> <type> [(required)] [enum=a|b] [default=x] [pattern=\"...\"] [min=N max=N] # description` (arrays as `path[]`, maps as `<map[string]T>`). Grep a path prefix to list a subtree (`grep '^spec\\.chart\\.' assets/schemas/helmrelease-helm-v2.fields.txt`) or a field name to find where it lives. Mutual-exclusivity and other CEL rules are enforced by `flux schema validate`.\n- When a question requires detail beyond this file, load the relevant reference file from `references/`.\n- When working inside a GitOps repository, inventory the layout with `flux schema discover` before placing files, and after writing manifests validate them with `flux schema validate` — fix and re-run until clean. Load `references/flux-cli.md` for the full CLI workflow, local rendering, and overlay debugging. If the tools aren't installed, skip validation and say so.\n- Prefer Flux Operator (FluxInstance) for cluster setup. Do not reference `flux bootstrap` or legacy `gotk-*` files.\n\n## What is Flux\n\nFlux is a set of Kubernetes controllers that implement GitOps: Git or OCI registries are the\nsource of truth, and Flux continuously reconciles that desired state with the cluster. Sources\npoll at their interval and produce versioned artifacts; appliers (kustomize-controller,\nhelm-controller) build and server-side apply new revisions, detect drift and self-heal;\nnotification-controller reports status externally. **Flux Operator** manages the Flux\ninstallation declaratively through a `FluxInstance` custom resource (install, configuration,\nupgrades, lifecycle of all controllers); only one FluxInstance named `flux` can exist per cluster.\n\n```\nSources (Git, OCI, Helm, Bucket) ─▶ Artifacts ─▶ Appliers (Kustomization, HelmRelease)\n  ─▶ Managed Resources (Deployments, Services, ...) ─▶ Notifications (Provider + Alert)\n\nResourceSetInputProvider (GitHub PRs, OCI tags, in-cluster ExternalArtifacts, ...)\n  ─▶ exports inputs ─▶ ResourceSet (template + input matrix; optional ordered `steps`)\n  ─▶ generates per-input: Namespaces, Sources, Kustomizations, HelmReleases, RBAC, Jobs, ...\n```\n\n**Two delivery models:** Git-based (Flux watches Git and applies on commit) and Gitless\n(Git → CI pushes OCI artifacts → Flux pulls from the registry; artifacts are immutable, signed,\nand need no Git credentials on clusters).\n\n## Controllers, CRDs and References\n\nThe field index for each CRD is `assets/schemas/<kind>-<group>-<version>.fields.txt` in lowercase\n(e.g. `helmrelease-helm-v2.fields.txt`, `fluxinstance-fluxcd-v1.fields.txt`).\n\n| Kind | apiVersion | Controller | Reference |\n|------|-----------|------------|-----------|\n| FluxInstance, FluxReport | fluxcd.controlplane.io/v1 | flux-operator | `references/flux-operator.md` |\n| ResourceSet, ResourceSetInputProvider | fluxcd.controlplane.io/v1 | flux-operator | `references/resourcesets.md` |\n| GitRepository, OCIRepository, HelmRepository, HelmChart, Bucket | source.toolkit.fluxcd.io/v1 | source-controller | `references/sources.md` |\n| ExternalArtifact | source.toolkit.fluxcd.io/v1 | (3rd-party controllers) | `references/sources.md` |\n| ArtifactGenerator | source.extensions.fluxcd.io/v1beta1 | source-watcher | `references/sources.md` |\n| Kustomization | kustomize.toolkit.fluxcd.io/v1 | kustomize-controller | `references/kustomization.md` |\n| HelmRelease | helm.toolkit.fluxcd.io/v2 | helm-controller | `references/helmrelease.md` |\n| Provider, Alert | notification.toolkit.fluxcd.io/v1beta3 | notification-controller | `references/notifications.md` |\n| Receiver | notification.toolkit.fluxcd.io/v1 | notification-controller | `references/notifications.md` |\n| ImageRepository, ImagePolicy | image.toolkit.fluxcd.io/v1 | image-reflector-controller | `references/image-automation.md` |\n| ImageUpdateAutomation | image.toolkit.fluxcd.io/v1 | image-automation-controller | `references/image-automation.md` |\n\n| Topic | Reference |\n|-------|-----------|\n| Repository structure, monorepo vs multi-repo, OCI-based fleet management | `references/repo-patterns.md` |\n| Monorepo directory-driven delivery (one pipeline per app/env directory), production fleet layout, layered infra reconcilers, per-env image policies | `references/monorepo-delivery.md` |\n| Jobs in sequence with deployments (migrations, smoke tests), ResourceSet `steps`, multi-tenancy, `force`/`recreateOnFailure`/`checksumFrom` annotations | `references/resourcesets.md` |\n| Best practices, dependency management, remediation, versioning | `references/best-practices.md` |\n| Gitless GitOps, Flux OCI artifacts, `flux push artifact`, registry-based delivery | `references/gitless-gitops.md` |\n| Gitless image automation (ResourceSet + OCIArtifactTag) | `references/gitless-image-automation.md` |\n| Flux CLI and plugins: `flux schema` discover/validate/extract, local rendering with `flux build` and `flux operator build`, overlay debugging | `references/flux-cli.md` |\n| Terraform bootstrap of Flux Operator | `references/terraform-bootstrap.md` |\n| Web UI, dashboard, SSO, OIDC, Dex, Keycloak, Entra ID, RBAC | `references/web-ui.md` |\n| MCP Server, AI assistant integration, in-cluster deployment | `references/mcp-server.md` |\n\n## Ordering and Reactivity\n\nUse `dependsOn` to control reconciliation order (CRDs before CRs, infrastructure before apps):\n\n```yaml\nspec:\n  dependsOn:\n    - name: infra-controllers  # wait for this Kustomization to be Ready\n```\n\nResourceSet `dependsOn` entries take `apiVersion`/`kind`/`name`/`namespace` of any resource,\nplus `ready: true` or a `readyExpr` CEL expression for custom readiness. For ordering *within*\na single ResourceSet, use `spec.steps` (ordered named steps, each applied and health-checked\nbefore the next) instead of `spec.resources` — see `references/resourcesets.md`.\n\nControllers poll sources at their interval. To react immediately when a ConfigMap or Secret\nreferenced via `postBuild.substituteFrom` or `valuesFrom` changes, label it\n`reconcile.fluxcd.io/watch: Enabled`.\n\n## Decision Trees\n\n### Which Source Type?\n\n- **Git repo with Kustomize overlays or plain YAML** → `GitRepository`\n- **OCI artifact (container image with manifests)** → `OCIRepository`\n- **Helm chart from OCI registry** → `OCIRepository` with `layerSelector` for Helm media type\n- **Helm chart from HTTPS Helm repo** → `HelmRepository` (default type)\n- **S3/GCS/MinIO bucket** → `Bucket`\n- **Monorepo that needs splitting** → `ArtifactGenerator` (creates `ExternalArtifact` per path)\n- **Monorepo where every `apps/<app>/envs/<env>` directory gets its own pipeline automatically** → `ArtifactGenerator` `pathPattern` + `ResourceSetInputProvider` (`type: ExternalArtifact`) + `ResourceSet` templating a `Kustomization` per artifact — load `references/monorepo-delivery.md`\n- **Helm chart + env-specific values from Git** → `ArtifactGenerator` (composes chart with values overlay)\n\n### Kustomization vs HelmRelease vs ResourceSet?\n\n- **Plain YAML or Kustomize overlays, one deployment** → `Kustomization`\n- **Helm chart** → `HelmRelease`\n- **Same template deployed for N inputs (tenants, components, environments)** → `ResourceSet` (generates resources from an input matrix; Kustomizations apply a fixed set of manifests)\n- **Jobs that must run before/after a deployment (DB migration, smoke test, cache warmup)** → `ResourceSet` with `spec.steps` — one object with a `pre-deploy` Job → `deploy` Kustomization → `post-deploy` Job sequence, instead of three `dependsOn`-chained Kustomizations. See `references/resourcesets.md` (Step-Based Reconciliation).\n- Kustomization and HelmRelease can target remote clusters via `kubeConfig`.\n\n### How to Set Up GitOps from Scratch\n\nInstall Flux Operator (Helm chart or Terraform) → create a `FluxInstance` named `flux` in\n`flux-system` with `.spec.sync` pointing at the Git repo or OCI registry → organize manifests\nas Kustomize base+overlays → add `Kustomization` resources per component → add `Provider` + `Alert`.\n\n## Canonical YAML Patterns\n\n### 1. GitOps Pipeline (GitRepository + Kustomization)\n\n```yaml\napiVersion: source.toolkit.fluxcd.io/v1\nkind: GitRepository\nmetadata:\n  name: my-app\n  namespace: flux-system\nspec:\n  interval: 5m\n  url: https://github.com/org/my-app.git\n  ref:\n    branch: main\n  secretRef:\n    name: git-credentials  # optional, for private repos\n---\napiVersion: kustomize.toolkit.fluxcd.io/v1\nkind: Kustomization\nmetadata:\n  name: my-app\n  namespace: flux-system\nspec:\n  interval: 10m\n  sourceRef:\n    kind: GitRepository\n    name: my-app\n  path: ./deploy/production\n  prune: true\n  wait: true\n  timeout: 5m\n```\n\n### 2. Helm from OCI Registry (Recommended)\n\n```yaml\napiVersion: source.toolkit.fluxcd.io/v1\nkind: OCIRepository\nmetadata:\n  name: cert-manager-chart\n  namespace: cert-manager\nspec:\n  interval: 1h\n  url: oci://quay.io/jetstack/charts/cert-manager\n  layerSelector:\n    mediaType: \"application/vnd.cncf.helm.chart.content.v1.tar+gzip\"\n    operation: copy\n  ref:\n    semver: \"1.x\"\n---\napiVersion: helm.toolkit.fluxcd.io/v2\nkind: HelmRelease\nmetadata:\n  name: cert-manager\n  namespace: cert-manager\nspec:\n  interval: 1h\n  chartRef:\n    kind: OCIRepository\n    name: cert-manager-chart\n  install:\n    strategy:\n      name: RetryOnFailure\n      retryInterval: 5m\n  upgrade:\n    strategy:\n      name: RetryOnFailure\n      retryInterval: 5m\n  values:\n    crds:\n      enabled: true\n```\n\nFor HTTPS Helm repositories use `HelmRepository` + `HelmRelease` with `spec.chart.spec`\n(`chart`, `version: \"3.x\"`, `sourceRef`) instead of `chartRef` — see `references/helmrelease.md`.\n\n### 3. FluxInstance with OCI Sync (Gitless GitOps)\n\n```yaml\napiVersion: fluxcd.controlplane.io/v1\nkind: FluxInstance\nmetadata:\n  name: flux\n  namespace: flux-system\nspec:\n  distribution:\n    version: \"2.x\"\n    registry: \"ghcr.io/fluxcd\"\n  components:\n    - source-controller\n    - source-watcher\n    - kustomize-controller\n    - helm-controller\n    - notification-controller\n  cluster:\n    type: kubernetes\n    size: medium\n    multitenant: true\n    tenantDefaultServiceAccount: flux\n    networkPolicy: true\n  sync:\n    kind: OCIRepository\n    url: \"oci://ghcr.io/my-org/fleet-manifests\"\n    ref: \"latest\"\n    path: \"clusters/production\"\n    pullSecret: \"registry-auth\"\n```\n\n### 4. ResourceSet for Multi-Component Orchestration\n\nA `ResourceSet` lists `spec.inputs` (e.g. `tenant`/`environment` pairs) and `spec.resources`\ntemplates that reference them with `<< inputs.tenant >>`; each input renders its own Namespace,\nsource and Kustomization/HelmRelease. For the full example and the multi-tenant pattern —\nper-tenant ServiceAccount + RoleBinding, `serviceAccountName` impersonation, `dependsOn`,\nand the `reconcileEvery` annotation — load `references/resourcesets.md`.\n\n### 5. Image Automation\n\n- **Git-based** — `ImageRepository` + `ImagePolicy` + `ImageUpdateAutomation` commit tag\n  bumps to Git via `$imagepolicy` YAML mark","tagline":"Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceS","category":"security","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-knowledge","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/fluxcd-gitops-knowledge#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":40.1},"quality":{"score":71,"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":[]},"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. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["63/100 Trust Score v5","71/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","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"]},"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; 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issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"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_v5":{"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"},{"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":28,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add fluxcd/agent-skills --skill gitops-knowledge"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","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":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add fluxcd/agent-skills --skill gitops-knowledge"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge"},{"status":"pass","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":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution","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-knowledge","install":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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-knowledge","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":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":["security","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","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":["security","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":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"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":28,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add fluxcd/agent-skills --skill gitops-knowledge"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","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":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add fluxcd/agent-skills --skill gitops-knowledge"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge"},{"status":"pass","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":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"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-knowledge","install":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","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":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":["security","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":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":34,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"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"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution, 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":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":67,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Agent safety gate: This skill should not be selected by an agent without explicit human security review.","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Agent safety gate: This skill should not be selected by an agent without explicit human security review.","Permission surface: secrets or environment access, shell or command execution"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"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-knowledge before installing it in an agent workflow","security","GitHub automation 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-knowledge"]},{"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-knowledge"]},{"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":78,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":34,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Metadata combines secrets access with shell or command execution"]},{"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":18,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Network access: medium","Filesystem access: medium"]},{"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-knowledge/evals","api":"/api/agent/evals?slug=fluxcd-gitops-knowledge","text":"/api/agent/evals?slug=fluxcd-gitops-knowledge&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"fluxcd-gitops-knowledge","name":"gitops-knowledge","description":"Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server.","category":"security","url":"https://www.openagentskill.com/skills/fluxcd-gitops-knowledge","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge","github_repo":"fluxcd/agent-skills"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect risky files","Prioritize findings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","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-knowledge"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"gitops-knowledge\" agent skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge. 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge\" as a Claude Code skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge. 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge\" from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/fluxcd-gitops-knowledge"},"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-knowledge","install":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["security","agent-skill"],"known_risks":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":78,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":71,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"7d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"],"agent_contract":{"task_input":"Use gitops-knowledge in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 78/100 Needs review","Safety: 34/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"fluxcd-gitops-knowledge (gitops-knowledge)","install_command":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","risk_summary":"Needs review; Blocked for auto-install; 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-knowledge","task":"Use gitops-knowledge 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-knowledge","api":"https://www.openagentskill.com/api/agent/skills/fluxcd-gitops-knowledge","audit":"https://www.openagentskill.com/skills/fluxcd-gitops-knowledge/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=fluxcd-gitops-knowledge&task=Use%20gitops-knowledge%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20gitops-knowledge%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20gitops-knowledge%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/fluxcd-gitops-knowledge/install","manifest":"https://www.openagentskill.com/api/registry/manifest/fluxcd-gitops-knowledge"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"fluxcd-gitops-knowledge","name":"gitops-knowledge","description":"Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server.","category":"security","url":"https://www.openagentskill.com/skills/fluxcd-gitops-knowledge","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge","github_repo":"fluxcd/agent-skills"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect risky files","Prioritize findings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","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-knowledge"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"gitops-knowledge\" agent skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge. 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge\" as a Claude Code skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge. 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge\" from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/fluxcd-gitops-knowledge"},"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-knowledge","install":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["security","agent-skill"],"known_risks":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":78,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":71,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"7d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"],"agent_contract":{"task_input":"Use gitops-knowledge in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 78/100 Needs review","Safety: 34/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"fluxcd-gitops-knowledge (gitops-knowledge)","install_command":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","risk_summary":"Needs review; Blocked for auto-install; 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-knowledge","task":"Use gitops-knowledge 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-knowledge","api":"https://www.openagentskill.com/api/agent/skills/fluxcd-gitops-knowledge","audit":"https://www.openagentskill.com/skills/fluxcd-gitops-knowledge/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=fluxcd-gitops-knowledge&task=Use%20gitops-knowledge%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20gitops-knowledge%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20gitops-knowledge%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/fluxcd-gitops-knowledge/install","manifest":"https://www.openagentskill.com/api/registry/manifest/fluxcd-gitops-knowledge"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"security-compliance","title":"Security and compliance"},{"slug":"local-desktop","title":"Local desktop"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add fluxcd/agent-skills --skill gitops-knowledge","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":219,"starsLabel":"219","forks":10,"license":"Apache-2.0","qualityScore":71,"trustScore":71,"auditScore":78},"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","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata"]},"coverageTags":["Coding","GitHub automation","security","agent-skill"]},"audit":{"audit_score":78,"risk_level":"needs_review","risk_label":"Needs review","quality_score":71,"trust_score":71,"maintenance_score":100,"security_score":73,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 219 stars, 10 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"quality_signals":{"model":"v2","star_score":16.4,"usage_score":0,"review_score":5.7,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"security-compliance","title":"Security and compliance","url":"https://www.openagentskill.com/use-cases/security-compliance"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"stacks":[{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-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-knowledge","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-knowledge","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-knowledge\" agent skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge. 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge\" as a Claude Code skill from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge. 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge\" from https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge 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: Flux CD and Flux Operator expert — answers questions and generates schema-validated YAML for all Flux CRDs (not repo auditing or live cluster debugging). Use when users ask about Flux concepts, want manifests for HelmRelease, Kustomization, GitRepository, OCIRepository, ResourceSet, FluxInstance, or any Flux resource. When user needs guidance on GitOps repository structure, bootstrap Flux with Terraform, multi-tenancy, OCI-based delivery, image tag automation, drift detection, preview environments, monorepo app delivery, running migration Jobs before or after a deployment, notifications, or the Flux Web UI and MCP Server. 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-knowledge\",\"task\":\"Install gitops-knowledge\",\"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-knowledge","github_repo":"fluxcd/agent-skills","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/fluxcd-gitops-knowledge","repository":"https://github.com/fluxcd/agent-skills/tree/main/skills/gitops-knowledge","api":"/api/agent/skills/fluxcd-gitops-knowledge","install_api":"/api/skills/fluxcd-gitops-knowledge/install"},"meta":{"created_at":"2026-09-06T05:25:41.367871+00:00","updated_at":"2026-09-06T05:25:41.468593+00:00","agent_friendly":true}}