bug-finder
Skill2 starsChanged 11 days agoMITView on GitHub
Hunt for previously unknown correctness defects by deriving invariants and proving or retiring candidates. Use for proactive bug discovery without a specific known symptom. Not for a known failure, a PR review, or security-only review.
1 other project uses a version of this.
Adopted by
Most recently taken up by
- cmdr-chara/chara-toolkitword for word, first seen Oct 13, 2026
Other versions1 project uses a version of this.
Word for word · 1
- cmdr-chara/chara-toolkit★ 2100% same
Edited · 0
None found.
Wrote their own version · 0
None found.
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 repository34 other files it gives its agents.
- AGENTS.mdAGENTS.md
- bin/AGENTS.mdAGENTS.md
- evaluations/AGENTS.mdAGENTS.md
- orchestration/AGENTS.mdAGENTS.md
- scripts/AGENTS.mdAGENTS.md
- skills/AGENTS.mdAGENTS.md
- skills/llms.txtllms.txt
- codebase-evolution-controllerSkill
- codebase-improvement-plannerSkill
- completion-proofSkill
- content-provenance-hygieneSkill
- cpp-engineeringSkill
- debugging-investigatorSkill
- delegate-with-mission-cardsSkill
- documentation-synchronizerSkill
- expo-react-native-builderSkill
- flutter-production-builderSkill
- go-engineeringSkill
- kotlin-engineeringSkill
- mobile-architecture-directorSkill
- multi-agent-work-coordinatorSkill
- optimize-codebase-performanceSkill
- product-design-directorSkill
- production-web-builderSkill
- python-engineeringSkill
- repository-intelligenceSkill
- review-and-refactor-codeSkill
- rust-engineeringSkill
- screenshot-to-interfaceSkill
- security-reviewSkill
- swift-engineeringSkill
- toolchain-preflightSkill
- typescript-quality-enforcerSkill
- verification-and-releaseSkill
The file
We split this skill into the rules it gives an agent
9 rules. About 0 are common, 8 are distinctive, and 1 is very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈8
Distinctive · estimate
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 8
Search for unknown correctness defects without turning suspicious code into unsupported bug claims.
- Distinctive: line 12
Use this skill for:
- Distinctive: line 17
Do not trigger for:
- Distinctive: line 30
Start read-only and do not mutate production data or external systems to prove a theory.
- Distinctive: line 37
Derive invariants: Write observable rules that must hold: exactly-once/at-most-once events, ownership release, persistence durability, …
- Distinctive: line 40
Prove or retire: Use the smallest safe fixture, trace, targeted test, or static contract evidence that can discriminate the claim.
- Very specific: line 42
Hand off: If causal explanation or the smallest fix remains uncertain, pass the confirmed symptom to debugging-investigator.
- Distinctive: line 50
If a candidate cannot be discriminated safely, leave it plausible with the missing evidence.
- Distinctive: line 54
Stop when each admitted candidate is confirmed, retired, or explicitly left plausible with a reason, and material unexamined surfaces are …
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Bug Finder
Search for unknown correctness defects without turning suspicious code into unsupported bug claims.
Trigger boundary
Use this skill for:
- proactive bug hunts without a known failing symptom;
- searches for races, lifecycle failures, data-loss paths, duplicate effects, stuck ownership, or broken recovery;
- requests to distinguish confirmed defects from plausible theories.
Do not trigger for:
- a concrete failure whose cause is unknown; use
debugging-investigator; - a defined PR/diff review; use
review-and-refactor-code; - security-only review; use
security-review; - generic improvement prioritization or release approval.
Required inputs
Resolve repository/candidate identity, hunt scope, architecture boundaries when needed, available contracts/tests/fixtures/traces, safe experiment permissions, and protected user work.
Safety baseline
- Preserve the working tree and uncommitted work.
- Start read-only and do not mutate production data or external systems to prove a theory.
- Generated/vendor code is evidence only until its authoritative source is known.
- Missing tests, odd code, or severity intuition are not proof of a defect.
Workflow
- Define the hunt. State in-scope subsystems, excluded surfaces, and coverage limits.
- Derive invariants. Write observable rules that must hold: exactly-once/at-most-once events, ownership release, persistence durability, idempotency, ordering, retry bounds, cleanup, or state-transition rules.
- Prioritize surfaces. Favor stateful boundaries, concurrency, recovery, persistence, cancellation, caching, serialization, and cross-process ownership.
- Create candidates. Record each candidate in
references/candidate-ledger.mdwith invariant, evidence, falsifier, and status. - Prove or retire. Use the smallest safe fixture, trace, targeted test, or static contract evidence that can discriminate the claim. A confirmed bug requires an observable contract violation.
- Rank confirmed defects. Separate confirmed, plausible, and retired candidates. State unexamined high-risk surfaces rather than implying exhaustive coverage.
- Hand off. If causal explanation or the smallest fix remains uncertain, pass the confirmed symptom to
debugging-investigator.
Handoffs and interaction boundaries
repository-intelligence may supply boundaries. Security-only findings go to security-review. Known root causes go directly to the owning implementation specialist. Substantial accepted remediation may use completion-proof; integrated release judgment belongs to verification-and-release.
Failure handling
If a candidate cannot be discriminated safely, leave it plausible with the missing evidence. If environment limits prevent representative proof, state that limitation. Do not inflate confidence to fill coverage gaps.
Stop conditions
Stop when each admitted candidate is confirmed, retired, or explicitly left plausible with a reason, and material unexamined surfaces are disclosed.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

