debugging SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
debugging from autopus-ai/autopus-adk is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add autopus-ai/autopus-adk/debugging@git:20260928.877a6b1Pins git:20260928.877a6b1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- autopus-ai/autopus-adk
- Path
.omp/skills/debugging/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260928.877a6b1, committed Sep 28, 2026
- First version recorded
- Aug 26, 2026
- Size
- 10,278 bytes
- Repository stars
- 110
- License
- MIT
체계적 디버깅 및 버그 수정 스킬.
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
# Debugging Skill 버그를 체계적으로 재현하고 근본 원인을 분석하여 수정하는 스킬입니다. ## 핵심 원칙 **이 버그에 red가 되는 피드백 루프를 먼저 만든다.** 루프가 있으면 이분법·가설 검증·계측이 그것을 소비해 원인에 닿는다. 루프가 없으면 코드를 아무리 들여다봐도 못 찾는다. 루프의 대표 형태가 재현 테스트다: 수정 전 FAIL, 수정 후 PASS. 탐색할 때 `CONTEXT.md`(있으면)로 관련 모듈의 어휘를 잡고, 그 영역의 Lore(`auto why`)를 확인한다. 둘 다 없으면 대상 상수·설정의 doc comment와 Makefile/CI 주석을 Lore로 읽는다 — "예산을 키우는 방식은 세 번 실패했다" 같은 한 줄이 가설 순위를 바꾼다. **비밀은 먼저 가린다.** 명령·출력·캡처를 보여 줄 때 credential은 `<REDACTED>`로 바꾼다. 루프는 env var를 읽게 만들어 값이 출력에 나오지 않게 한다. 가린 출력으로 진단이 안 되면 그렇다고 말하고 사용자에게 묻는다. ## 디버깅 프로세스 ### 1단계: 피드백 루프 만들기 **이 단계가 스킬의 전부다.** 나머지는 기계적이다. 여기에 불균형하게 많은 노력을 쓴다. 공격적으로, 창의적으로, 포기하지 않는다. 루프를 만드는 방법(대략 이 순서로): 1. 버그에 닿는 seam에서의 **실패 테스트** — unit, integration, e2e 2. 개발 서버에 대한 **curl/HTTP 스크립트** 3. fixture 입력으로 **CLI 호출**, stdout을 known-good 스냅샷과 diff 4. UI를 몰고 DOM/console/network를 단언하는 **headless browser 스크립트** 5. 실제 요청/페이로드/이벤트 로그를 저장해 격리된 코드 경로로 **replay** 6. 시스템 최소 부분집합만 띄우는 **throwaway harness** 7. **이미 있는 flaky 테스트**라면 바이너리를 한 번 빌드(`go test -c`)하고 K개를 동시에 `-count=N`으로 돌려 부하를 재현한다. 라운드마다 바이너리/서브테스트 red 수를 표로 집계한다 8. "가끔 틀린다"면 무작위 입력 1000개로 **property/fuzz 루프** …
Read the whole file at its exact version.
How to install
mdr add autopus-ai/autopus-adk/debugging@sha256:f1deaa766dec09e5The line at the top of this page pins the label git:20260928.877a6b1, 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_jcrkzaibvj5slw5x)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Aug 26, 2026 and Sep 28, 2026, about one every 33 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260928.877a6b1 latest | 2026-09-28 | 877a6b1 | 10,278 B | A | view · diff |
| git:20260826.34a9b20 | 2026-08-26 | 34a9b20 | 2,753 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 (10278 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
autopus-ai/autopus-adk · 110 stars · license MIT · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_jcrkzaibvj5slw5x GET https://markdownregistry.com/api/v1/resolve?ref=autopus-ai/autopus-adk/debugging GET https://markdownregistry.com/api/v1/blob/f1deaa766dec09e5b23ea4340bfc20d1944f2dfe3a33678c0d548e5d406db0c9
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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