Star200+

Skill audit report

PaperOrchestra Audit report.

An automated AI research-paper writer based off Google's PaperOrchestra paper's implementation through a skills - benchmark + autoraters using any coding agent (Claude Code, Cursor, Antigravity, Cline, Aider). No API keys, no LLM SDKs.

REVIEWED · REVIEWNeeds reviewGenerated Aug 4, 2026Heuristic metadata audit
81
Audit
78
Trust
77
Quality
80
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

78
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

76

577 GitHub stars

Stars/forks activity

INFO

71

577 stars, 79 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

2mo since push

License clarity

WARN

42

Unknown

README/SKILL.md completeness

PASS

90

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

82

network or browser surface

Install availability

PASS

92

npx skills add Ar9av/PaperOrchestra

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/Ar9av/PaperOrchestra

Review status

PASS

88

AI review data available

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

8 Passed · 6 Needs review

Install path

92

PASS

npx skills add Ar9av/PaperOrchestra

Repository

88

PASS

https://github.com/Ar9av/PaperOrchestra

License

45

CHECK

Unknown

Maintenance

88

PASS

2mo since push

AI review

88

PASS

Approved with no listed issues

README/SKILL.md completeness

90

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

71

CHECK

577 stars, 79 forks; issue activity unavailable in current metadata

Adoption

88

PASS

577 GitHub stars

Warnings

  • License is unclear
  • Quality score needs review
  • 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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