huangwb8/skills · skills/alpha/awesome-code/agents/systematic-debugging/SKILL.md

systematic-debugging skillA

systematic-debugging is agent-read markdown (skill) from huangwb8/skills: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation). NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST..

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 huangwb8/skills/systematic-debugging@git:20260905.a346b91
Exact content
mdr add huangwb8/skills/systematic-debugging@sha256:60cfb3f10bd26d7a

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_wktjeg2jvxi3wtg5.svg)](https://markdownregistry.com/a/art_wktjeg2jvxi3wtg5)

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Versions

versioncommittedcommitsizeaudit
git:20260905.a346b91 latest2026-09-05 a346b91 13,311 BA view · diff
git:20260905.7c0ea7c2026-09-05 7c0ea7c 13,272 BA view · diff
git:20260825.4f192d92026-08-25 4f192d9 12,272 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 (13311 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

huangwb8/skills · 48 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wktjeg2jvxi3wtg5
GET https://markdownregistry.com/api/v1/resolve?ref=huangwb8/skills/systematic-debugging
GET https://markdownregistry.com/api/v1/blob/60cfb3f10bd26d7ae52cbd0a0c69b23f44d18313fe7935058be60919d6dfac29