debug skillA
debug is agent-read markdown (skill) from vanducng/skills: Debug systematically across software, data pipelines, infrastructure, and analytics. Find root cause and produce verified evidence - for bugs, test failures, CI/CD breakage, K8s/Cloud incidents, dbt/Airflow pipeline failures, schema drift, freshness violations, dashboard wrong-numbers, and performance issues. Diagnoses and hands the fix to vd:fix; validates at every layer and verifies with fresh evidence before claiming a cause..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
How to install
mdr add vanducng/skills/debug@v1.0.0mdr add vanducng/skills/debug@sha256:188f52ea061903d1Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_4wpbetf444moukl3)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-09-11 | 9e58ef3 | 5,866 B | A | view · diff |
| v1.0.0 | 2026-08-23 | 87cd06b | 7,223 B | A | view · diff |
| v1.0.0 | 2026-08-19 | 204f73f | 6,962 B | A | view · diff |
| v1.0.0 | 2026-08-16 | c83d21b | 6,964 B | A | view · diff |
| v1.0.0 | 2026-07-28 | e1e390f | 6,852 B | A | view |
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 (5866 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
vanducng/skills · 7 stars · license MIT · pushed 2026-09-11 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4wpbetf444moukl3 GET https://markdownregistry.com/api/v1/resolve?ref=vanducng/skills/debug GET https://markdownregistry.com/api/v1/blob/188f52ea061903d19210f643e5f52e9ebee1cf8cbdd4f479a7c2bba1a2b6e721