Skill audit report
vibe-code-leaf-finder Audit report.
This skill should be used when a user wants to identify which parts of a codebase are safe to modify with AI ("vibe code") and which require careful human engineering. It classifies files and modules into Leaf (safe to vibe), Branch (caution), or Trunk (hands off) based on dependency isolation, stability, and external verifiability. Use when users say "find safe places to vibe code", "where can I let AI loose in this repo", "leaf nodes", "vibe-code audit", "can a PM edit this codebase", or when someone points at a directory and asks whether it's safe to let Claude rewrite it. Grounded in Erik Schluntz's (Anthropic) "leaf nodes vs trunks" framework from the "Vibe coding in prod" talk.
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
INFO62
103 GitHub stars
Stars/forks activity
WARN51
103 stars, 8 forks; issue activity unavailable in current metadata
Recent maintenance
PASS88
3mo since push
License clarity
PASS86
MIT
README/SKILL.md completeness
INFO76
Public metadata needs stronger README/SKILL.md context
Dependency/runtime risk
WARN46
command execution surface, credential or environment access
Install availability
PASS92
npx skills add gnurio/nurijanian-skills --skill vibe-code-leaf-finder
Install command safety
PASS92
standard package or runtime install path
Permission surface
FAIL18
secrets or environment access, shell or command execution
Repository evidence
PASS86
https://github.com/gnurio/nurijanian-skills/tree/main/skills/vibe-code-leaf-finder
Review status
PASS88
AI review data available
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install and adoption review
Install path
92
npx skills add gnurio/nurijanian-skills --skill vibe-code-leaf-finder
Repository
88
https://github.com/gnurio/nurijanian-skills/tree/main/skills/vibe-code-leaf-finder
License
86
MIT
Maintenance
88
3mo since push
AI review
88
Approved with no listed issues
README/SKILL.md completeness
84
Usable description available
Dependency risk
46
command execution surface, credential or environment access
Install command safety
92
standard package or runtime install path
Permission surface
18
secrets or environment access, shell or command execution
Stars/forks activity
51
103 stars, 8 forks; issue activity unavailable in current metadata
Adoption
68
103 GitHub stars
Warnings
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 103 stars, 8 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
Method
This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.
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