Skill audit report
paper-review Audit report.
Review academic papers for correctness, quality, and novelty using OpenJudge's multi-stage pipeline. Supports PDF files and LaTeX source packages (.tar.gz/.zip). Covers 10 disciplines: cs, medicine, physics, chemistry, biology, economics, psychology, environmental_science, mathematics, social_sciences. Use when the user asks to review, evaluate, critique, or assess a research paper, check references, or verify a BibTeX file.
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
INFO76
816 GitHub stars
Stars/forks activity
INFO71
816 stars, 65 forks; issue activity unavailable in current metadata
Recent maintenance
INFO76
3mo since push
License clarity
PASS86
Apache-2.0
README/SKILL.md completeness
PASS86
Metadata includes enough usage and workflow context
Dependency/runtime risk
FAIL36
command execution surface, credential or environment access
Install availability
PASS92
npx skills add agentscope-ai/OpenJudge --skill paper-review
Install command safety
PASS92
standard package or runtime install path
Permission surface
FAIL22
secrets or environment access, shell or command execution
Repository evidence
PASS86
https://github.com/agentscope-ai/OpenJudge/tree/main/skills/paper-review
Review status
INFO66
AI review data available
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install and adoption review
Install path
92
npx skills add agentscope-ai/OpenJudge --skill paper-review
Repository
88
https://github.com/agentscope-ai/OpenJudge/tree/main/skills/paper-review
License
86
Apache-2.0
Maintenance
76
3mo since push
AI review
55
Inconsistency between SKILL.md and reference.md regarding vision mode default: SKILL.md says --vision is on by default, while reference.md lists use_vision_for_pdf default as False. This could confuse users about whether pypdfium2 is required by default.
README/SKILL.md completeness
86
Usable description available
Dependency risk
36
command execution surface, credential or environment access
Install command safety
92
standard package or runtime install path
Permission surface
22
secrets or environment access, shell or command execution
Stars/forks activity
71
816 stars, 65 forks; issue activity unavailable in current metadata
Adoption
88
816 GitHub stars
Warnings
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Inconsistency between SKILL.md and reference.md regarding vision mode default: SKILL.md says --vision is on by default, while reference.md lists use_vision_for_pdf default as False. This could confuse users about whether pypdfium2 is required by default.
- The skill requires API keys and external API calls (LiteLLM, CrossRef, arXiv, DBLP), which may raise privacy or cost concerns, but these are standard for such tools and clearly documented.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
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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