codeaholicguy/ai-devkit · skills/structured-debug/SKILL.md

structured-debug skillA

structured-debug is agent-read markdown (skill) from codeaholicguy/ai-devkit: AI DevKit · Guide structured debugging before code changes by clarifying expected behavior, reproducing issues, identifying likely root causes, and agreeing on a fix plan with validation steps. Use when users ask to debug bugs, investigate regressions, triage incidents, diagnose failing behavior, handle failing tests, analyze production incidents, investigate error spikes, or run root cause analysis (RCA)..

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

Latest version
mdr add codeaholicguy/ai-devkit/structured-debug@git:20260703.7628b9e
Exact content
mdr add codeaholicguy/ai-devkit/structured-debug@sha256:f3556f33cdd24960

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_7jqwx4a6prifx3sd.svg)](https://markdownregistry.com/a/art_7jqwx4a6prifx3sd)

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Versions

versioncommittedcommitsizeaudit
git:20260703.7628b9e latest2026-07-03 7628b9e 2,674 BA view · diff
git:20260702.8ecb8652026-07-02 8ecb865 2,612 BA view · diff
git:20260509.fe0ac672026-05-09 fe0ac67 2,342 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (2674 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

codeaholicguy/ai-devkit · 1,629 stars · license Apache-2.0 · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7jqwx4a6prifx3sd
GET https://markdownregistry.com/api/v1/resolve?ref=codeaholicguy/ai-devkit/structured-debug
GET https://markdownregistry.com/api/v1/blob/f3556f33cdd249601c609374f023baf2e5c2ac994320d92dba37174fd56d99a1

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.