Skill audit report

Ml Hierarchical Confusion Matrix Audit report.

Neo: Hierarchical Confusion Matrix Visualization (CHI 2022)

REVIEWEDREVIEWNeeds reviewGenerated Aug 22, 2026Heuristic metadata audit
75
Audit
74
Trust
67
Quality
80
Security
76
Maintain
92
Install

OpenAgentSkill Trust Score

74
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

INFO

62

315 GitHub stars

Stars/forks activity

WARN

57

315 stars, 35 forks; issue activity unavailable in current metadata

Recent maintenance

INFO

76

5mo since push

License clarity

WARN

42

Unknown

README/SKILL.md completeness

INFO

74

Public metadata needs stronger README/SKILL.md context

Dependency/runtime risk

PASS

90

no major dependency risk hints in public metadata

Install availability

PASS

92

npx skills add apple/ml-hierarchical-confusion-matrix

Install command safety

PASS

92

standard package or runtime install path

Permission surface

PASS

86

filesystem or document access

Repository evidence

PASS

86

https://github.com/apple/ml-hierarchical-confusion-matrix

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

7 Passed10 Needs review

Install path

92

PASS

npx skills add apple/ml-hierarchical-confusion-matrix

Repository

88

PASS

https://github.com/apple/ml-hierarchical-confusion-matrix

License

45

CHECK

Unknown

Maintenance

76

CHECK

5mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

84

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

86

PASS

filesystem or document access

Stars/forks activity

57

FIX

315 stars, 35 forks; issue activity unavailable in current metadata

Adoption

68

INFO

315 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.
  • Quality score needs review
  • Stars/forks activity: 315 stars, 35 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.

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