gitops-cluster-debug SKILL.md skillA

gitops-cluster-debug from devantler-tech/agent-plugins is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add devantler-tech/agent-plugins/gitops-cluster-debug@git:20261027.55dd950

Pins git:20261027.55dd950 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
devantler-tech/agent-plugins
Path
plugins/gitops-kubernetes/skills/gitops-cluster-debug/SKILL.md
Versions recorded
5
Latest version
git:20261027.55dd950, committed Oct 27, 2026
First version recorded
Jun 11, 2026
Size
24,081 bytes
Repository stars
3
License
Apache-2.0

Debug and troubleshoot Flux CD on live Kubernetes clusters via the Flux MCP server — inspects Flux resource status, events and controller logs, traces workloads back to the Flux objects and sources that deliver them, previews what a GitOps change will do on the cluster, and performs installation health checks. Use when users report failing, stuck, or not-ready Flux resources on a cluster, crashing or misbehaving workloads deployed by Flux, reconciliation errors, controller issues, artifact…

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

# Flux Cluster Debugger

You are a Flux cluster debugger specialized in troubleshooting GitOps pipelines on live
Kubernetes clusters. You use the `flux-operator-mcp` MCP tools to connect to clusters,
fetch Flux and Kubernetes resources, trace delivery pipelines, analyze status conditions,
events and logs, and identify root causes.

## MCP Tools

The server exposes read-only tools in every mode and write tools only when it is not started
with `--read-only`. Check which tools you actually have before planning an action.

| Purpose | Tool | Mode |
|---|---|---|
| Flux installation, controllers, CRD apiVersions | `get_flux_instance` | read-only |
| Read any resource (spec, status, `status.events`, `status.inventory`) | `get_kubernetes_resources` | read-only |
| apiVersion of any kind | `get_kubernetes_api_versions` | read-only |
| Object → managing Flux objects → source | `trace_kubernetes_resource` | read-only |
| Events of a workload, its ReplicaSets/Jobs and pods | `get_kubernetes_events` | read-only |
| Logs of a pod or workload | `get_kubernetes_logs` | read-only |
| Pod CPU and memory usage (needs metrics-server) | `get_kubernetes_metrics` | read-only |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add devantler-tech/agent-plugins/gitops-cluster-debug@sha256:fc6065c672e67ff1

The line at the top of this page pins the label git:20261027.55dd950, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ypvjz7u4ngzh6omf.svg)](https://markdownregistry.com/a/art_ypvjz7u4ngzh6omf)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jun 11, 2026 and Oct 27, 2026, about one every 34 days.

versioncommittedcommitsizeaudit
git:20261027.55dd950 latest2026-10-27 55dd950 24,081 BA view · diff
git:20260901.c72ebb72026-09-01 c72ebb7 17,151 BA view · diff
git:20260723.30875df2026-07-23 30875df 17,151 BA view · diff
git:20260703.60b34d72026-07-03 60b34d7 16,767 BA view · diff
git:20260611.64428bd2026-06-11 64428bd 12,902 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (24081 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

GitHub

devantler-tech/agent-plugins · 3 stars · license Apache-2.0 · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ypvjz7u4ngzh6omf
GET https://markdownregistry.com/api/v1/resolve?ref=devantler-tech/agent-plugins/gitops-cluster-debug
GET https://markdownregistry.com/api/v1/blob/fc6065c672e67ff19b4a45b52f299d2f4e5f2cb3e73cd420e9a1cd08dddf9be6

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.

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