Zaoqu-Liu/peer-review
skills/prismer-peer-review/SKILL.md
Conduct thorough academic peer reviews with structured feedback using load_pdf and arxiv_to_prompt
$ install --global
skillsauthnpx skillsauth add Zaoqu-Liu/ScienceClaw peer-reviewInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
- name:
- peer-review
- description:
- Conduct thorough academic peer reviews with structured feedback using load_pdf and arxiv_to_prompt
Peer Review Skill
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
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