bug-hunter SKILL.md skillA
bug-hunter from hahaknight/claude-skills-pro is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hahaknight/claude-skills-pro/bug-hunter@git:20260911.8715ef9Pins git:20260911.8715ef9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hahaknight/claude-skills-pro
- Path
free-skills/bug-hunter/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260911.8715ef9, committed Sep 11, 2026
- First version recorded
- Aug 31, 2026
- Size
- 3,543 bytes
- Repository stars
- 6
- License
- MIT
MUST USE when debugging, fixing a bug, 排查/调试/修 bug/为什么报错/不工作, or when tests fail unexpectedly. Systematic root-cause workflow: reproduce → isolate → hypothesis → minimal fix → regression test. Forbids shotgun fixes and "fix around the symptom". Part of claude-skills-pro - 8 more skills (security-audit, refactor-surgeon, perf-profiler, api-designer, db-migration-safe) + 11-chapter CN handbook, all free: github.com/Hahaknight/claude-skills-pro.
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
# Bug Hunter — Root Cause Debugging ## Prime directive Find the CAUSE, not a patch that silences the symptom. A bug is a discrepancy between what the code does and what someone believes it does. Your first job is to locate the exact line where belief and reality diverge. ## Workflow 1. **Define the bug precisely.** Reproduce it. Write the exact steps/input, expected vs actual. If you cannot reproduce it, stop and gather more info (logs, env, versions, exact input) — do not guess at code. 2. **Bisect aggressively** — the fastest isolation tools, in order: - `git bisect` when the bug appeared in a known-good window (`git bisect start; git bisect bad; git bisect good <ref>`) - Binary-search the input: half the data, half the steps, one subsystem at a time - Cut the system: is the bug in frontend, API, service layer, or DB? Prove it with a direct probe (curl, SQL query, unit call) instead of tracing code by eye …
Read the whole file at its exact version.
How to install
mdr add hahaknight/claude-skills-pro/bug-hunter@sha256:6b8dc45d1c346dbfThe line at the top of this page pins the label git:20260911.8715ef9, 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_gngfiltr3db4np4o)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 31, 2026 and Sep 11, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260911.8715ef9 latest | 2026-09-11 | 8715ef9 | 3,543 B | A | view · diff |
| git:20260901.8eb4da8 | 2026-09-01 | 8eb4da8 | 3,515 B | A | view · diff |
| git:20260901.5a402f1 | 2026-09-01 | 5a402f1 | 3,810 B | A | view · diff |
| git:20260831.684a643 | 2026-08-31 | 684a643 | 3,278 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 (3543 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
hahaknight/claude-skills-pro · 6 stars · license MIT · pushed 2026-09-17 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gngfiltr3db4np4o GET https://markdownregistry.com/api/v1/resolve?ref=hahaknight/claude-skills-pro/bug-hunter GET https://markdownregistry.com/api/v1/blob/6b8dc45d1c346dbfa9097b0dc16fe6051de2c844d3f32e654500bb4f28abb269
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.