Skill audit report
Review the architecture of a system that calls a language model. Use when adding an agent loop, a retrieval path, a tool surface, or an MCP server to a codebase; when a system that worked in a demo is being prepared for production; or when asked to audit, review, or plan AI/agent architecture. Checks the four decisions that are expensive to reverse, then the seven planes and their boundaries.
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
WARN48
39 GitHub stars
Stars/forks activity
WARN43
39 stars, 5 forks; issue activity unavailable in current metadata
Recent maintenance
PASS100
14d since push
License clarity
PASS86
MIT
README/SKILL.md completeness
PASS86
Metadata includes enough usage and workflow context
Dependency/runtime risk
WARN46
credential or environment access, external package install surface
Install availability
PASS92
npx skills add frankxai/claude-skills-library --skill ai-architect-review
Install command safety
PASS92
standard package or runtime install path
Permission surface
FAIL34
secrets or environment access, filesystem or document access
Repository evidence
PASS86
https://github.com/frankxai/claude-skills-library/tree/main/free-skills/ai-architect-review
Review status
INFO66
AI review data available
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install path
92
npx skills add frankxai/claude-skills-library --skill ai-architect-review
Repository
88
https://github.com/frankxai/claude-skills-library/tree/main/free-skills/ai-architect-review
License
86
MIT
Maintenance
100
14d since push
AI review
55
No explicit guardrail in SKILL.md telling the agent to keep the review read-only and avoid modifying the codebase.
README/SKILL.md completeness
86
Usable description available
Dependency risk
46
credential or environment access, external package install surface
Install command safety
92
standard package or runtime install path
Permission surface
34
secrets or environment access, filesystem or document access
Stars/forks activity
43
39 stars, 5 forks; issue activity unavailable in current metadata
Adoption
42
39 GitHub stars
Warnings
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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