Skill audit report

ai-detector Audit report.

Evidence-based AI-generated text risk analysis for essays, emails, reviews, articles, messages, and other prose samples.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Oct 14, 2026Heuristic metadata audit

Audit

Trust

Quality

Security

100

Maintain

Install

OpenAgentSkill Trust Score

Strong shortlist

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

INFO

447 GitHub stars

Stars/forks activity

WARN

447 stars, 18 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

6d since push

License clarity

PASS

MIT

README/SKILL.md completeness

INFO

Public metadata needs stronger README/SKILL.md context

Dependency/runtime risk

INFO

command execution surface

Install availability

PASS

npx skills add lynote-ai/ai-text-detector --skill ai-detector

Install command safety

PASS

standard package or runtime install path

Permission surface

INFO

shell or command execution, filesystem or document access

Repository evidence

PASS

https://github.com/lynote-ai/ai-text-detector/tree/main/.claude/skills/ai-detector

Review status

WARN

AI review approval is missing

Agent Proven outcomes

INFO

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 8 Needs review

Install path

PASS

npx skills add lynote-ai/ai-text-detector --skill ai-detector

Repository

PASS

https://github.com/lynote-ai/ai-text-detector/tree/main/.claude/skills/ai-detector

License

PASS

MIT

Maintenance

100

PASS

6d since push

AI review

CHECK

Review approval is missing

README/SKILL.md completeness

PASS

Usable description available

Dependency risk

CHECK

command execution surface

Install command safety

PASS

standard package or runtime install path

Permission surface

CHECK

shell or command execution, filesystem or document access

Stars/forks activity

FIX

447 stars, 18 forks; issue activity unavailable in current metadata

Adoption

INFO

447 GitHub stars

Warnings

AI review approval is missing
Quality score needs review
Stars/forks activity: 447 stars, 18 forks; issue activity unavailable in current metadata
Review status: AI review approval is missing

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.

Install path

Review the report before installing into production agents.

$ npx skills add lynote-ai/ai-text-detector --skill ai-detector

Agent-readable metadata

Machine decision packet

Embedded JSON exposes suited tasks, suited agents, install command, trust score, safety gate, alternatives, and do-not-use conditions for agent review.

Install policy: review
Best agents: Codex + Claude Code
Alternatives: 3

Open agent JSON

Signals

Audit score: 79/100
Quality: 68/100
Trust: 75/100
Install safety: 92/100
Permission surface: 62/100
Maintenance: 6d since push
Events: 2 events
GitHub stars: 447
Last push: Oct 8, 2026

Agent safety v2

51/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

High-risk permission hints: Shell or command execution
51/100 agent safety score

Shell or command execution

high

Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.

Network access

medium

Skill likely fetches remote pages, APIs, repositories, or external services.

Filesystem access

medium

Skill may read or write project files, documents, generated artifacts, or local workspace state.

High-risk permission hints: Shell or command execution
AI review approval is missing

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