Skill audit report

hypothesis-generation Audit report.

Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method framework. For open-ended ideation use scientific-brainstorming; for automated LLM-driven hypothesis testing on datasets use hypogenic.

EXPERIMENTAL · REVIEWSafe to tryGenerated Nov 9, 2026Heuristic metadata audit
83
Audit
81
Trust
79
Quality
84
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

81
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

PASS

86

3.6K GitHub stars

Stars/forks activity

PASS

83

3.6K stars, 467 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

2mo since push

License clarity

PASS

86

MIT license

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

72

command execution surface

Install availability

PASS

92

npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill hypothesis-generation

Install command safety

PASS

92

standard package or runtime install path

Permission surface

INFO

62

shell or command execution, filesystem or document access

Repository evidence

PASS

86

https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/03-K-Dense-AI-claude-scientific-skills/hypothesis-generation

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 · 3 Needs review

Install path

92

PASS

npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill hypothesis-generation

Repository

88

PASS

https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/03-K-Dense-AI-claude-scientific-skills/hypothesis-generation

License

86

PASS

MIT license

Maintenance

88

PASS

2mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

72

CHECK

command execution surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

62

CHECK

shell or command execution, filesystem or document access

Stars/forks activity

83

PASS

3.6K stars, 467 forks; issue activity unavailable in current metadata

Adoption

88

PASS

3.6K GitHub stars

Warnings

  • Quality score needs review

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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