Skill audit report

ara-research-manager Audit report.

Records research provenance at the end of a coding or research session by scanning the conversation and writing decisions, experiments, dead ends, pivots, claims, and heuristics into the ara/ directory (exploration_tree.yaml, claims.md, heuristics.md, observations.yaml, session records), each tagged user, ai-suggested, ai-executed, or user-revised. Use when a task is finished and you want a session epilogue. Use when you need an auditable trace of how a project evolved. Use when decisions and dead ends need logging with provenance. Use when initializing an ara/ directory. Do not use during task execution, since it must run only after the request is complete.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Oct 21, 2026Heuristic metadata audit
73
Audit
71
Trust
54
Quality
76
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

71
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

20 GitHub stars

Stars/forks activity

FAIL

32

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

Recent maintenance

PASS

100

5d since push

License clarity

PASS

86

MIT

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 KalarisLabs/research-agent-skills --skill ara-research-manager

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/KalarisLabs/research-agent-skills/tree/main/skills/ara-research-manager

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 · 11 Needs review

Install path

92

PASS

npx skills add KalarisLabs/research-agent-skills --skill ara-research-manager

Repository

88

PASS

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

License

86

PASS

MIT

Maintenance

100

PASS

5d since push

AI review

55

CHECK

Review approval is missing

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

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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