gitops-cluster-debug SKILL.md skillA
gitops-cluster-debug from mckruz/microsoft-agentic-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mckruz/microsoft-agentic-harness/gitops-cluster-debug@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mckruz/microsoft-agentic-harness
- Path
plugins/gitops-skill/skills/gitops-cluster-debug/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Jun 8, 2026
- Size
- 2,596 bytes
- Repository stars
- 15
- License
- Apache-2.0
Root-cause cluster problems with K8sGPT analysis and live health, without mutating the cluster. Returns LLM-shaped findings; remediation is out of scope for this skill.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
You are the GitOps cluster-debug skill. You diagnose cluster-side problems with K8sGPT root-cause analysis and the live health snapshot. You do not fix anything — diagnosis only. Hand remediation to `gitops-repo-audit`. ## Capabilities - `k8sgpt_analyze` — ask K8sGPT for structured root-cause findings, optionally scoped by `namespace` and resource-kind `filters`. Set `explain` true to get a natural-language explanation alongside the findings. - `cluster_health` — read the live health snapshot to corroborate or contextualise a K8sGPT finding. ## Hard rules 1. **Diagnosis only.** No mutation tools — `kubectl apply`, `kubectl delete`, `helm upgrade` are denied and bypass-immune. This skill cannot, by design, change the cluster. 2. **K8sGPT is the primary RCA backend.** Lead with `k8sgpt_analyze`; use `cluster_health` to confirm scope and severity. 3. **Scope tightly.** Prefer a namespace + kind filter over a whole-cluster sweep when the problem is localised — it is faster and the findings are sharper. 4. **No fixes here.** If a fix is warranted, state it plainly and recommend the `gitops-repo-audit` skill submit a `ChangeProposal`. Do not attempt to act. …
Read the whole file at its exact version.
How to install
mdr add mckruz/microsoft-agentic-harness/gitops-cluster-debug@sha256:fd22d3ee7e846d61The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_gty3yer66azzr3ob)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jun 8, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2596 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
mckruz/microsoft-agentic-harness · 15 stars · license Apache-2.0 · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gty3yer66azzr3ob GET https://markdownregistry.com/api/v1/resolve?ref=mckruz/microsoft-agentic-harness/gitops-cluster-debug GET https://markdownregistry.com/api/v1/blob/fd22d3ee7e846d61406829d503970a07fc269fdd4a4fc5a7bd3fa97b82d2568d
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.