Individual skill
ai-debt-detector
Use after generating code, after accepting AI suggestions, or when reviewing AI-written modules. Also use when code works but feels brittle, when error handling seems thin, when orphaned resources or missing cleanup are suspected, or when the agent claims done but hidden debt may exist. Catches the specific failure patterns AI agents produce that humans would not.
plugins/skill-forge-essentials/skills/ai-debt-detector/SKILL.md
Source commit 4bde3168b43c0655c4d00ea2726e631719908a6d
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Local scripts
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 42,368
- Repository last updated
- Nov 9, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- anthropic Repository topic
- agent-skills Repository topic
- agentic-ai Repository topic
- ai-agents Repository topic
- cursor Repository topic
- cursor-rules Repository topic
- mcp Repository topic
- multi-agent Repository topic
- opencode Repository topic
- claude-code Repository topic
- engineering Derived category
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SKILL.mdcore · 3,398 bytes
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# AI Debt Detector
## Overview
AI agents generate code that passes the happy path but hides debt: missing error handling, orphaned resources, ignored failure modes, hallucinated packages, silent architectural drift. This skill forces a targeted audit for the exact patterns AI agents get wrong.
## When to Use
- After any AI code generation session (20+ lines produced)
- Before merging AI-generated PRs
- When code works but something feels off
- After vibe-coding sprints where debt accumulates fastest
- When the agent claims done without showing verification
