interrogation-debugging SKILL.md skillA
interrogation-debugging from kucherenko/gangsta is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add kucherenko/gangsta/interrogation-debugging@git:20260419.30f5b92Pins git:20260419.30f5b92 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- kucherenko/gangsta
- Path
skills/interrogation-debugging/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260419.30f5b92, committed Apr 19, 2026
- First version recorded
- Apr 13, 2026
- Size
- 8,970 bytes
- Repository stars
- 86
- License
- MIT
Use when encountering any bug, test failure, or unexpected behavior — finds the rat in the code through systematic root-cause interrogation before any fix attempts.
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
# The Interrogation: Systematic Debugging ## Overview Random fixes waste time and create new bugs. Quick patches let the real rat walk free. **Core principle:** ALWAYS find the root cause before attempting fixes. Symptom fixes are invalid. **Violating the letter of this process is violating the spirit of debugging.** ## The Iron Law ``` NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST ``` If you haven't completed The Brief, you cannot propose fixes. This is Omerta. ## When to Use Use for ANY technical issue: - Test failures - Bugs in production - Unexpected behavior - Performance problems - Build failures - Integration issues **Use this ESPECIALLY when:** - Under time pressure (emergencies make guessing tempting) - "Just one quick fix" seems obvious - You've already tried multiple fixes - Previous fix didn't work - You don't fully understand the issue **Don't skip when:** - Issue seems simple (simple bugs have root causes too) - You're in a hurry (rushing guarantees rework) - The Don wants it fixed NOW (systematic is faster than thrashing) ## The Four Phases You MUST complete each phase before proceeding to the next. ### The Brief **BEFORE attempting ANY fix:** …
Read the whole file at its exact version.
How to install
mdr add kucherenko/gangsta/interrogation-debugging@sha256:b9ca126a6729732dThe line at the top of this page pins the label git:20260419.30f5b92, 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_4xiw23i4ksuh4yh3)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Apr 13, 2026 and Apr 19, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260419.30f5b92 latest | 2026-04-19 | 30f5b92 | 8,970 B | A | view · diff |
| git:20260413.7bb5456 | 2026-04-13 | 7bb5456 | 8,974 B | A | view · diff |
| git:20260413.fa7e4ab | 2026-04-13 | fa7e4ab | 9,028 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 (8970 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
kucherenko/gangsta · 86 stars · license MIT · pushed 2026-10-27 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_4xiw23i4ksuh4yh3 GET https://markdownregistry.com/api/v1/resolve?ref=kucherenko/gangsta/interrogation-debugging GET https://markdownregistry.com/api/v1/blob/b9ca126a6729732dbf1c9d76758642a228de2de72bafad8071503eea03f62ca6
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.