Skill audit report

ai-risk-management Audit report.

Apply the NIST AI Risk Management Framework (AI RMF 1.0) and adjacent guidance to AI / ML systems — model lifecycle governance, fairness and bias evaluation, robustness, transparency, accountability, third-party model risk, monitoring for drift, and AI incident response. Broader than prompt-injection (which is the security slice). Use when the user mentions 'AI risk,' 'AI governance,' 'NIST AI RMF,' 'AI compliance,' 'ML governance,' 'model risk management,' 'AI fairness,' 'AI bias,' 'algorithmic accountability,' 'AI Bill of Rights,' 'EU AI Act,' 'AI transparency,' 'model card,' 'AI red-team program,' 'AI safety,' 'responsible AI,' 'model drift,' 'concept drift,' 'AI monitoring,' 'AI incident,' or needs to assess or govern an AI / ML system.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 3, 2026Heuristic metadata audit
79
Audit
76
Trust
68
Quality
76
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

76
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

491 GitHub stars

Stars/forks activity

INFO

62

491 stars, 62 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

1d since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

64

command execution surface, database surface

Install availability

PASS

92

npx skills add briiirussell/cybersecurity-skills --skill ai-risk-management

Install command safety

PASS

92

standard package or runtime install path

Permission surface

INFO

64

shell or command execution, database access

Repository evidence

PASS

86

https://github.com/briiirussell/cybersecurity-skills/tree/main/skills/ai-risk-management

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 · 7 Needs review

Install path

92

PASS

npx skills add briiirussell/cybersecurity-skills --skill ai-risk-management

Repository

88

PASS

https://github.com/briiirussell/cybersecurity-skills/tree/main/skills/ai-risk-management

License

86

PASS

MIT

Maintenance

100

PASS

1d since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

64

CHECK

command execution surface, database surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

64

CHECK

shell or command execution, database access

Stars/forks activity

62

CHECK

491 stars, 62 forks; issue activity unavailable in current metadata

Adoption

68

INFO

491 GitHub stars

Warnings

  • AI review approval is missing
  • Quality score needs review
  • 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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