Skill audit report

Claude Scientific Skills Audit report.

A comprehensive collection of ready-to-use scientific and research skills for AI agents.

REVIEWED · REVIEWNeeds reviewGenerated Nov 3, 2026Heuristic metadata audit
89
Audit
88
Trust
100
Quality
81
Security
76
Maintain
92
Install

OpenAgentSkill Trust Score

88
Production candidate

OpenAgentSkill Trust Score

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

GitHub adoption

PASS

100

31K GitHub stars

Stars/forks activity

PASS

97

31K stars, 3.1K forks; issue activity unavailable in current metadata

Recent maintenance

INFO

76

4mo since push

License clarity

WARN

42

Unknown

README/SKILL.md completeness

PASS

94

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

82

network or browser surface

Install availability

PASS

92

npx skills add K-Dense-AI/claude-scientific-skills

Install command safety

PASS

92

standard package or runtime install path

Permission surface

PASS

86

network or browser access

Repository evidence

PASS

86

https://github.com/K-Dense-AI/claude-scientific-skills

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

9 Passed · 7 Needs review

Install path

92

PASS

npx skills add K-Dense-AI/claude-scientific-skills

Repository

88

PASS

https://github.com/K-Dense-AI/claude-scientific-skills

License

45

CHECK

Unknown

Maintenance

76

CHECK

4mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

94

PASS

Usable description available

Dependency risk

82

PASS

network or browser surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

86

PASS

network or browser access

Stars/forks activity

97

PASS

31K stars, 3.1K forks; issue activity unavailable in current metadata

Adoption

88

PASS

31K GitHub stars

Financial decision safety

58

CHECK

Research-only use: do not treat output as financial advice or execute a position without human approval.

Warnings

  • License is unclear
  • Financial research output is not financial advice; require human review before any live investment decision
  • Financial research output is not financial advice; require human review before any live investment decision.
  • 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.

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