Skill audit report

ara-rigor-reviewer Audit report.

Performs ARA Seal Level 2 semantic epistemic review of an Agent-Native Research Artifact directory, reading PAPER.md, logic/claims.md, logic/experiments.md, and trace/exploration_tree.yaml. Scores six dimensions (evidence relevance, falsifiability, scope calibration, argument coherence, exploration integrity, methodological rigor) from 1 to 5 and writes a severity-ranked level2_report.json with a Strong Accept to Reject grade. Use when Level 1 structural validation has passed and an ARA needs a critique before release. Use when checking whether claims are supported by their cited experiments. Use when auditing falsification criteria or scope over-claiming. Use when judging whether an exploration tree documents real dead ends. Not for structural or reference validation, which is Level 1.

REVIEWED · REVIEWNeeds reviewGenerated Oct 21, 2026Heuristic metadata audit
74
Audit
73
Trust
54
Quality
78
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

73
Strong shortlist

OpenAgentSkill Trust Score

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

GitHub adoption

FAIL

30

20 GitHub stars

Stars/forks activity

FAIL

32

20 stars, 1 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

6d since push

License clarity

PASS

86

MIT

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

82

network or browser surface

Install availability

PASS

92

npx skills add KalarisLabs/research-agent-skills --skill ara-rigor-reviewer

Install command safety

PASS

92

standard package or runtime install path

Permission surface

INFO

72

filesystem or document access, network or browser access

Repository evidence

PASS

86

https://github.com/KalarisLabs/research-agent-skills/tree/main/skills/ara-rigor-reviewer

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

7 Passed · 10 Needs review

Install path

92

PASS

npx skills add KalarisLabs/research-agent-skills --skill ara-rigor-reviewer

Repository

88

PASS

https://github.com/KalarisLabs/research-agent-skills/tree/main/skills/ara-rigor-reviewer

License

86

PASS

MIT

Maintenance

100

PASS

6d since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

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

72

CHECK

filesystem or document access, network or browser access

Stars/forks activity

32

FIX

20 stars, 1 forks; issue activity unavailable in current metadata

Adoption

42

CHECK

20 GitHub stars

Warnings

  • Low GitHub adoption signal
  • AI review approval is missing
  • Quality score needs review
  • GitHub adoption: 20 GitHub stars
  • Stars/forks activity: 20 stars, 1 forks; issue activity unavailable in current metadata
  • 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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