domains / families / software-engineering / vibe-code-auditor
vibe-code-auditor
authentic
Audit rapidly generated or AI-produced code for structural flaws, fragility, and production risks.
When to use
- This skill analyzes code produced through rapid iteration, vibe coding, or AI assistance and surfaces hidden technical risks, architectural weaknesses, and maintainability problems that are invisible during casual review.
- Code was generated or heavily assisted by AI tools
- The system evolved without a deliberate architecture
- A prototype needs to be productionized
- Code works but feels fragile or inconsistent
- You suspect hidden technical debt
- Preparing a project for long-term maintenance or team handoff
When not to use
- Use this skill only when the task clearly matches the scope described above.
- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
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