Skill audit report

Awesome Academic Skills Audit report.

An index of Claude and agent skills for academic work, from literature search to peer review. Organized by where each skill fits in the research lifecycle; each entry notes its license and what it runs. CC0.

REVIEWED · REVIEWNeeds reviewGenerated Nov 12, 2026Heuristic metadata audit
78
Audit
75
Trust
65
Quality
86
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

75
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

FAIL

30

17 GitHub stars

Stars/forks activity

FAIL

32

17 stars, 4 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

3mo since push

License clarity

PASS

86

CC0-1.0

README/SKILL.md completeness

PASS

100

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

90

no major dependency risk hints in public metadata

Install availability

PASS

92

npx skills add O0000-code/awesome-academic-skills

Install command safety

PASS

92

standard package or runtime install path

Permission surface

INFO

72

filesystem or document access, network or browser access

Repository evidence

PASS

86

https://github.com/O0000-code/awesome-academic-skills

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 7 Needs review

Install path

92

PASS

npx skills add O0000-code/awesome-academic-skills

Repository

88

PASS

https://github.com/O0000-code/awesome-academic-skills

License

86

PASS

CC0-1.0

Maintenance

88

PASS

3mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

100

PASS

Usable description available

Dependency risk

90

PASS

no major dependency risk hints in public metadata

Install command safety

92

PASS

standard package or runtime install path

Permission surface

72

CHECK

filesystem or document access, network or browser access

Stars/forks activity

32

FIX

17 stars, 4 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

17 GitHub stars

Warnings

  • Low GitHub adoption signal
  • Quality score needs review
  • GitHub adoption: 17 GitHub stars
  • Stars/forks activity: 17 stars, 4 forks; issue activity unavailable in current metadata

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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