Skill audit report

first-principles Audit report.

Multi-pass first principles analysis for any domain — business, personal decisions, creative projects, career, health, relationships. Grounds the analysis in real evidence first, decomposes problems to fundamental truths, challenges assumptions through 4 universal lenses (Constraints, Resources, Human, Context), and reconstructs solutions from evidence-backed ground truths. Three depths: lite (quick inline sanity-check), standard, and deep (parallel subagents per lens). Use when the user says "first principles", "from first principles", "analyze fundamentals", "challenge assumptions", "decompose problem", "why does this cost so much", "is this the right approach fundamentally", "what are we really solving", "strip away assumptions", "should I really be doing this". Also use when the user is stuck on a problem that seems intractable, when conventional approaches have failed, when questioning whether the whole approach is wrong, or when facing a "we've always done it this way" situation

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 7, 2026Heuristic metadata audit
70
Audit
68
Trust
52
Quality
76
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

68
Manual review

OpenAgentSkill Trust Score

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

GitHub adoption

FAIL

30

21 GitHub stars

Stars/forks activity

FAIL

32

21 stars, 2 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

2mo since push

License clarity

PASS

86

CC0-1.0

README/SKILL.md completeness

INFO

76

Public metadata needs stronger README/SKILL.md context

Dependency/runtime risk

INFO

74

network or browser surface, database surface

Install availability

PASS

92

npx skills add kirillgreen/skills --skill first-principles

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

60

filesystem or document access, network or browser access

Repository evidence

PASS

86

https://github.com/kirillgreen/skills/tree/main/first-principles

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 14 Needs review

Install path

92

PASS

npx skills add kirillgreen/skills --skill first-principles

Repository

88

PASS

https://github.com/kirillgreen/skills/tree/main/first-principles

License

86

PASS

CC0-1.0

Maintenance

88

PASS

2mo since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

84

PASS

Usable description available

Dependency risk

74

CHECK

network or browser surface, database surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

60

CHECK

filesystem or document access, network or browser access

Stars/forks activity

32

FIX

21 stars, 2 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

21 GitHub stars

Warnings

  • Permission surface may require sandboxing
  • Low GitHub adoption signal
  • AI review approval is missing
  • Quality score needs review
  • Permission surface needs review: filesystem or document access, network or browser access
  • GitHub adoption: 21 GitHub stars
  • Stars/forks activity: 21 stars, 2 forks; issue activity unavailable in current metadata
  • Permission surface: filesystem or document access, network or browser access
  • 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.

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