root-cause-debugger
Skill0 starsChanged 18 days agoMITView on GitHub
Diagnose recurring software failures from reproducible evidence, logs, failing tests, and causal hypotheses. Use when a bug fix is uncertain, repeated, or risks treating symptoms.
3 other projects use a version of this.
Adopted by
Most recently taken up by
- salmandev/everything-geminitheir own version, first seen Oct 17, 2026
- ParthVitnor/root-cause-debuggertheir own version, first seen Aug 10, 2026
- pinexai/claude-code-skillstheir own version, first seen Jul 18, 2026
Other versions3 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 3
- salmandev/everything-gemini★ 2same name
- pinexai/claude-code-skills★ 1same name
- ParthVitnor/root-cause-debugger★ 0same name
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 repository42 other files it gives its agents.
- AGENTS.mdAGENTS.md
- completion-claims-auditorSkill
- existing-work-preservationSkill
- mcp-reliability-auditorSkill
- multi-agent-integration-reviewerSkill
- project-context-recoverySkill
- requirement-traceability-auditorSkill
- scope-drift-guardSkill
- architecture-complexity-auditorSkill
- dependency-cycle-auditorSkill
- database-schema-reviewerSkill
- data-consistency-auditorSkill
- migration-safety-reviewerSkill
- loop-breakerSkill
- reproduction-builderSkill
- dependency-grounding-auditorSkill
- ci-failure-investigatorSkill
- cross-platform-readiness-auditorSkill
- environment-config-auditorSkill
- environment-parity-auditorSkill
- production-readiness-auditorSkill
- documentation-accuracy-auditorSkill
- token-efficient-workflowSkill
- accessibility-auditorSkill
- dead-feature-detectorSkill
- responsive-design-auditorSkill
- ux-state-completeness-auditorSkill
- release-verification-agentSkill
- agent-tool-trust-auditorSkill
- authentication-security-auditorSkill
- authorization-boundary-auditorSkill
- dependency-vulnerability-auditorSkill
- injection-risk-auditorSkill
- input-validation-auditorSkill
- secret-leakage-detectorSkill
- security-misconfiguration-auditorSkill
- api-contract-auditorSkill
- integration-reality-checkerSkill
- missing-test-detectorSkill
- regression-detectorSkill
- test-quality-auditorSkill
- ui-flow-verifierSkill
The file
We split this skill into the rules it gives an agent
6 rules. 0 are common, 6 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 3 edited versions we read keep these.
6
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 20
Read applicable repository instructions before edits.
- Distinctive: line 36
Run the cheapest discriminating check first.
- Distinctive: line 38
Run the original reproducer, focused regression tests, and one adjacent unaffected path.
- Distinctive: line 46
Do not delete data, weaken assertions, suppress exceptions, or broaden retries merely to hide the symptom.
- Distinctive: line 52
No unrelated behavior or files changed without a dependency rationale.
- Distinctive: line 63
If the failure cannot be reproduced, stop code edits and report the missing environment, inputs, or observability needed to discriminate …
“Common” is measured: kept by at least 6 in 10 of the 3 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
Purpose
Find the smallest falsifiable explanation for a failure before changing code.
When to activate
A bug, runtime failure, flaky behavior, or repeated unsuccessful fix needs diagnosis.
When not to activate
The root cause is already proven by a minimal failing test and the requested task is only to implement the known fix.
Preconditions
- Read applicable repository instructions before edits.
- Preserve unrelated working-tree changes and establish a baseline when the workflow can modify code.
- Identify which tools and environments are actually available; do not claim unavailable checks ran.
Required inputs
- Failure report or expected/actual behavior
- Relevant logs, stack traces, and commands
- Repository state and recent changes
Workflow
- Reproduce the failure with the narrowest command or test available.
- Capture the exact failing assertion, frame, request, or observable symptom before editing.
- List at most three causal hypotheses and state what evidence would falsify each.
- Inspect the code paths and recent changes that connect the symptom to each hypothesis.
- Run the cheapest discriminating check first; discard hypotheses contradicted by evidence.
- Implement the smallest fix that addresses the supported cause.
- Run the original reproducer, focused regression tests, and one adjacent unaffected path.
Relevant tools
Repository search, test runner, logs, debugger, version-control history when available.
Safety restrictions
Do not delete data, weaken assertions, suppress exceptions, or broaden retries merely to hide the symptom.
Validation
- The original failure changes from red to green for the expected reason.
- A regression test fails before the fix and passes after it when feasible.
- No unrelated behavior or files changed without a dependency rationale.
Expected output
- Root-cause statement with evidence
- Changed files and why they are necessary
- Commands/tests executed with observed results
- Remaining uncertainty
Failure handling
If the failure cannot be reproduced, stop code edits and report the missing environment, inputs, or observability needed to discriminate hypotheses.
Completion criteria
The skill is complete only when every applicable validation item above has observed evidence or is explicitly marked not executed with the concrete blocker. Do not replace missing evidence with confidence language.
Research mapping
This skill was selected from research problems: P006, P008, P011. See research/vibe-coding-problems.md and research/problem-evidence.csv in the Vibe Coding Skills repository.
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