Skill audit report

Aut Sci Write audit report.

Academic research skills suite for Claude Code — literature search (arXiv+PubMed+WoS), PDF extraction, figure cropping, review writing, Zotero sync, and PPT generation.

REVIEWED · REVIEWNeeds reviewGenerated Jul 3, 2026Heuristic metadata audit

Audit

Trust

Quality

Security

100

Maintain

Install

OpenAgentSkill Trust Score

Strong shortlist

Stars, maintenance, license, docs, install safety, permission surface, and installability.

The Trust Score is OpenAgentSkill's adoption layer. It is designed to help an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

INFO

149 GitHub stars

Stars/forks activity

WARN

149 stars, 22 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

23d since push

License clarity

WARN

Unknown

README/SKILL.md completeness

PASS

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

no major dependency risk hints in public metadata

Install availability

PASS

npx skills add ShZhao27208/Aut_Sci_Write

Install command safety

PASS

standard package or runtime install path

Permission surface

PASS

filesystem or document access

Repository evidence

PASS

https://github.com/ShZhao27208/Aut_Sci_Write

Review status

PASS

AI review data available

Agent Proven outcomes

INFO

No agent outcome data yet

Checks

Install and adoption review

8 passed · 6 review

Install path

PASS

npx skills add ShZhao27208/Aut_Sci_Write

Repository

PASS

https://github.com/ShZhao27208/Aut_Sci_Write

License

CHECK

Unknown

Maintenance

100

PASS

23d since push

AI review

PASS

Approved with no listed issues

README/SKILL.md completeness

PASS

Usable description available

Dependency risk

PASS

no major dependency risk hints in public metadata

Install command safety

PASS

standard package or runtime install path

Permission surface

PASS

filesystem or document access

Stars/forks activity

FIX

149 stars, 22 forks; issue activity unavailable in current metadata

Adoption

INFO

149 GitHub stars

Warnings

License is unclear
Quality score needs review
Stars/forks activity: 149 stars, 22 forks; issue activity unavailable in current metadata
License clarity: Unknown

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 ShZhao27208/Aut_Sci_Write

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: Python + Claude Code
Alternatives: 3

Open agent JSON

Signals

Audit score: 82/100
Quality: 74/100
Trust: 78/100
Install safety: 92/100
Permission surface: 86/100
Maintenance: 23d since push
Events: No events yet
GitHub stars: 149
Last push: Jun 10, 2026

Agent safety v2

66/100 · Review before install

Reviewed with permission notesreview

Usable candidate, but the agent should surface permission and audit notes before installation.

Require human approval before installing into a real workspace.

License is unclear
66/100 agent safety score

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.

License is unclear

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Aut Sci Write audit report.

Stars, maintenance, license, docs, install safety, permission surface, and installability.

Install and adoption review

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