debug
Skill6 starsChanged 3 months agoMITView on GitHub
Debug a stubborn bug with a deterministic reproduction, hypothesis ledger, one-variable fixes, and a regression test. Use after the first obvious look fails, reproduction is unclear, or a fix attempt failed. Not for routine obvious failures; use for "ไล่บั๊ก".
192 other projects use a version of this.
Adopted by
Most recently taken up by
- PeanutGT/NutsSkillstheir own version, first seen Nov 8, 2026
- jskswamy/skillstheir own version, first seen Nov 8, 2026
- Firzus/agent-skillstheir own version, first seen Nov 8, 2026
- domengabrovsek/agent-configtheir own version, first seen Nov 8, 2026
- domengabrovsek/claudetheir own version, first seen Nov 8, 2026
- microsoft/veronatheir own version, first seen Nov 8, 2026
Used with
Projects with it also use add-discord, add-slack and 10 more.
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Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
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Other versions192 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 192
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- anthropics/knowledge-work-plugins★ 35ksame name
- gavrielc/nanoclaw★ 31ksame name
- nanocoai/nanoclaw★ 31ksame name
- qwibitai/nanoclaw★ 31ksame name
- openai/symphony★ 27ksame name
- FalkorDB/FalkorDB★ 10ksame name
- NVIDIA/TensorRT-Model-Optimizer★ 5.6ksame name
- NVIDIA/Model-Optimizer★ 5.6ksame name
182 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository12 other files it gives its agents.
- bisectSkill
- discipline-reportSkill
- doneSkill
- experimentSkill
- imouto-modeSkill
- lucia-busSkill
- lucia-chatSkill
- lucia-relaySkill
- planSkill
- readySkill
- retroSkill
- showSkill
The file
We split this skill into the rules it gives an agent
7 rules. 0 are common, 5 are distinctive, and 2 are very specific to this project.
0
Common
Most of the 175 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 14
Do not theorize about causes of a failure you cannot trigger.
- Distinctive: line 26
Before inventing causes, search the symptom in:
- Distinctive: line 39
Run the observation, not the edit.
- Very specific: line 52
Commit a regression test. Run it both ways and quote both results: red before the fix, green after.
- Distinctive: line 55
Remove all instrumentation: prints, sleeps, debug flags.
- Distinctive: line 56
Run the full verify tier.
- Very specific: line 57
If the cause, footgun, or null result is not obvious from code, run /retro.
“Common” is measured: kept by at least 6 in 10 of the 175 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Debug
For bugs that resist the first obvious look: debugging starts with a hypothesis, not an edit. Reality, not a plausible patch, decides.
1. Reproduce first
Find one command that shows the failure deterministically. It is ground truth. Do not theorize about causes of a failure you cannot trigger.
For intermittent failures, fix the seed, pin the time/timezone, run it in a loop, and identify the trigger before proceeding.
2. Minimize
Shrink to smaller input, fewer flags, one test instead of the suite. Stop when further reduction costs more than it clarifies.
3. Hypothesis ledger
Before inventing causes, search the symptom in:
- repo ledger
docs/lessons.md; - configured harness
luciazero-heuristics.mdunder${CLAUDE_CONFIG_DIR:-$HOME/.claude}or${CODEX_HOME:-$HOME/.codex}.
A match becomes H1, but must pass its proven-by observation.
H<N>: <suspected cause> — refutable by: <command / observation> → <refuted|confirmed|pending>Run the observation, not the edit. Choose the cheapest discriminating log, query, debugger stop, grep, or bisect. Trust real state. Dead hypotheses stay in the ledger marked refuted. Keep the ledger visible in the conversation.
4. One variable per iteration
Change one thing, re-run the reproduction, and record the result. A failed fix gets reverted before the next attempt. Two consecutive failed fixes on the same hypothesis means the hypothesis is dead; widen to environment, versions, input, concurrency, or a wrong test.
5. Close out
- Commit a regression test. Run it both ways and quote both results: red before
the fix, green after. Use the done skill's
revert-probe.cjswhen applicable; once the fix is committed, pass the pre-fix commit as its base ref. - Remove all instrumentation: prints, sleeps, debug flags.
- Run the full verify tier.
- If the cause, footgun, or null result is not obvious from code, run
/retro; debugged failures go todocs/lessons.mdas symptom → cause → proof → fix.
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