Peer Review Skill
SkillAI & modelsConduct thorough academic peer reviews with structured feedback using load_pdf and arxiv_to_prompt
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Peer Review Skill skill
What this skill tells your AI
The instructions your AI receives, as published by zaoqu-liu/scienceclaw in skills/prismer-peer-review/SKILL.md and read by ahel’s review.
Description
Conduct thorough academic peer reviews with structured, constructive feedback.
Tools Used
load_pdf- Load PDF papers in the workspace viewer (auto-switches to PDF reader)arxiv_to_prompt- Convert arXiv papers to readable text for analysisupdate_notes- Write review reports to the Notes editor
Capabilities
Paper Analysis
- Extract and summarize main contributions
- Identify methodology and approach
- Evaluate experimental design
- Assess writing quality
Comparative Analysis
- Find related prior work
- Identify novelty claims
- Check citation completeness
- Verify originality
Feedback Generation
- Structured review reports
- Specific, actionable comments
- Line-by-line annotations
- Summary recommendations
Review Process
Phase 1: Initial Read
- Read abstract and introduction
- Understand claimed contributions
- Skim methodology and results
- Form initial impression
Phase 2: Detailed Analysis
- Carefully read methodology
- Evaluate experimental design
- Check result validity
- Assess reproducibility
Phase 3: Comparative Check
- Search for related work
- Verify novelty claims
- Check citation coverage
- Identify missing references
Phase 4: Report Writing
- Summarize paper
- List strengths
- Detail weaknesses
- Provide recommendations
Feedback Templates
Major Issue
[MAJOR] Section X, Page Y
Issue: [Clear description]
Impact: [Why this matters]
Suggestion: [How to address]
Minor Issue
[MINOR] Section X
Observation: [Description]
Suggestion: [Improvement]
Question
[QUESTION] Section X
The authors claim [X]. Could you clarify:
- [Specific question]
- [Related concern]
Review Report Structure
# Paper Review: [Title]
## Summary
[2-3 sentence overview]
## Strengths
1. [Strength with explanation]
2. [Strength with explanation]
## Weaknesses
### Major Issues
1. [Issue with suggestion]
### Minor Issues
1. [Issue with suggestion]
## Questions for Authors
1. [Question]
## Detailed Comments
[Section-by-section feedback]
## Recommendation
[ ] Accept
[ ] Minor Revision
[ ] Major Revision
[ ] Reject
Confidence: [1-5]
Best Practices
- Be Constructive: Focus on improvement, not criticism
- Be Specific: Point to exact locations and issues
- Be Fair: Acknowledge strengths before weaknesses
- Be Thorough: Cover all major aspects
- Be Timely: Complete reviews within deadlines
Signals
- GitHub stars
- 60
- Forks
- 14
- Last commit
- Mar 2026
Advanced
- Catalog kind
- skill
- Gateway key
peer-review-2- Source
- github.com/zaoqu-liu/scienceclaw