hunt
Find the root cause before any fix: build a red-capable repro loop, rank falsifiable hypotheses, prove, fix, sweep siblings. Also triages bug issues/PRs. Use on errors, crashes, regressions.
- License 许可
- MIT
- 最近更新
- 2026-11-11
- Stars
- ★ 5
- Forks
- 0
01 前言 Front Matter
- name
- hunt
- model
- opus
- version
- 1.1.0
- description
- Find the root cause before any fix: build a red-capable repro loop, rank falsifiable hypotheses, prove, fix, sweep siblings. Also triages bug issues/PRs. Use on errors, crashes, regressions.
- argument-hint
- [diagnose|fix|bisect|regression|sweep|triage] [symptom, error, issue/PR ref]
- compatibility
- Designed for Claude Code
02 资源文件 11
- 参考文档NOTICE.md205 B
- 参考文档references/bisect-regression.md959 B
- 参考文档references/failure-patterns.md15.8 KB
- 参考文档references/feedback-loops.md2.9 KB
- 参考文档references/fix.md2.1 KB
- 参考文档references/ime-unicode.md4.6 KB
- 参考文档references/logging-techniques.md4.8 KB
- 参考文档references/output.md852 B
- 参考文档references/rendering-debug.md1.3 KB
- 参考文档references/triage.md6.3 KB
- 脚本scripts/hitl-loop.template.sh1.3 KB
03 SKILL.md 正文
Hunt: Diagnose Before You Fix
Outcome Contract
- Outcome: the root cause is proven before any fix.
- Done when: one sentence explains the cause, every observed symptom fits it, and the fix (or handoff) is verified by the same loop that reproduced the bug.
- Evidence: loop command and output, source trace, logs or state, targeted test/build output, runtime evidence for UI/native defects.
- Authorization: "diagnose", "investigate", "why", "look into", "debug", "xem thử", "sao lỗi" is report-only. Edit code only on a request to fix, change, or implement, or while that authorization holds for the same unfinished task; never covers commit, push, publish, or anything destructive.
Do not touch code until you can write:
"I believe the root cause is [X at file:line / condition] because [evidence]."
Not "a state management issue" but "stale cache in useUser at src/hooks/user.ts:42 because the dependency array omits userId". Less specific → no hypothesis yet.
Modes
Resolve from a leading subcommand, else the request.
| Mode | Activate when | Does |
|---|---|---|
diagnose (default) |
Error, crash, test failure, "not working", "why" | Steps 1–4, report only |
fix |
"fix it", "sửa đi" | Full loop, steps 1–7 |
bisect |
"used to work", "broke after update", a known-good commit or version | Step 1 is a bisect harness; read references/bisect-regression.md |
regression |
Same issue after a fix, or a "good" screenshot/version/file to compare | The reference is the oracle; read references/bisect-regression.md |
sweep |
After a root-cause fix, "anywhere else like this?", "còn chỗ nào giống vậy không" | Step 6 only, on a named pattern; read references/fix.md |
triage |
Issue/PR queue, "look at #42", "what needs my attention", label/close/brief | references/triage.md replaces steps 2–7; its bug check reuses step 1 |
The Loop
1. Build a feedback loop (this is the skill)
Spend most effort here; load references/feedback-loops.md for ten loop recipes, tightening, and flaky bugs.
Exit criterion: one command already run, shown with (redacted) output, that is:
- Red-capable: drives the real code path and asserts the user's exact symptom, not "didn't crash".
- Deterministic: same verdict every run (flaky: a pinned, high reproduction rate).
- Fast (seconds).
- Agent-runnable: unattended; a human only through
scripts/hitl-loop.template.sh.
No theory from reading code before this command exists. No loop possible → stop, list attempts, ask for environment access, a redacted artifact (HAR, log, core dump, recording), or temporary instrumentation. Only the reporter has the environment → hand them a read-only probe script (prints env, the disputed value, the state the hypothesis turns on; nothing secret): one command, one block pasted back.
2. Reproduce and minimise
- The loop must show the user's failure, not a nearby one.
- List every symptom in the user's words, including "unrelated" ones.
- Cut inputs, callers, config, data, and steps one at a time, re-running, until every remaining one is load-bearing.
3. Hypothesise: 3–5 ranked, falsifiable
Each states its prediction:
"If X is the cause, then changing Y makes the bug disappear / changing Z makes it worse."
No prediction → sharpen or discard. Covers only some symptoms → symptom-level guess. Show the ranked list to the user before testing if present; do not block on it.
4. Instrument, then confirm or discard
- Every probe maps to one prediction; one variable at a time.
- Debugger/REPL first, then targeted logs at hypothesis boundaries; tag every temporary log with a unique prefix (
[DEBUG-a4f2]); never "log everything and grep"; playbook and per-bug-class tactics:references/logging-techniques.md. - Run the probe that would fail if the hypothesis were wrong. Contradicted → discard it and re-orient on what the probe showed. A log that changes the behavior is timing/lifecycle evidence, not noise.
For a recurring or runtime-state symptom (caches, queues, generated output, PATH, locale, timeouts, entry points), read ## Gotchas in references/failure-patterns.md, list its headings (grep -n '^## '), and read only the section matching the symptom before adding a second fix. Domain traps: references/ime-unicode.md (IME, cursor drift, emoji), references/rendering-debug.md (PDF, print, fonts).
5–7. Fix, sweep, clean up
fix, or bisect/regression with fix authorization: read references/fix.md and run steps 5–7.
Hard Rules
- Same symptom after a fix: hard stop. Re-read the execution path before touching code.
- Three failed hypotheses → stop, report with the Handoff format in
references/output.md, ask how to proceed. - Measure the lower layer first for system or tooling symptoms: OS capture vs post-processing, service vs UI, toolchain vs assertion, network vs client handling.
- External tool failure: diagnose before switching (server up, key valid, config right).
- Magic number tuned three times: stop. Unify into one named token; find the missing constraint.
- Redact every secret in commands, outputs, and artifacts you show (
<REDACTED>); build loops against env vars. - Fix the cause inside the authorized scope. A prerequisite refactor is fine if you state why; unrequested features and unrelated refactors are not.
Output
Report with the block and status in references/output.md; blocked → its Handoff format.
Defer to: check (diff review, no symptom), think (is it worth it), brainstorm (product decision), git (commit).
04 同仓库更多 Skills
read
Search the web and fetch URLs or PDFs as clean Markdown via a privacy-first cascade (local, gh, TinyFish/Firecrawl/Exa, opt-in proxy). Use to read, cite or save a URL. Not for repo files.
mono-write
Polish a research or learn draft (EN/VI) so it reads naturally, and write CHANGELOG entries and release notes from a commit list. Not for UI copy, marketing or tone changes.
librarian
GitHub code research via gh CLI, no cloning. Use to investigate external repos, find where a symbol is defined, or gather cited evidence and usage examples from GitHub.
git
Git operations with conventional commits. Use for staging, committing, pushing, PRs, merges. Auto-splits commits by type/scope. Security scans for secrets.
work
Execution orchestrator after `brainstorm` (and `to-plan` for high-risk). Runs phases wave-by-wave from locked artifacts, verifies each task, and hands off to `check`, `git`, or `handoff`.
wayfinder
Chart a Goal too fogged for one session as a decision map in the active plan, settle one decision per session, then hand it to brainstorm lock. Use when grilling shows the work spans sessions.