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Peer Review Skill

Conduct thorough academic peer reviews with structured feedback using load_pdf and arxiv_to_prompt. Use when the user asks to review a paper, provide manuscript feedback, critique research, or write a referee report.

Installable skillMITBy Prismer-AIUpdated Oct 30, 2026
INTENDED FOROpenClawInstall in a listed agent.

instructions.md

---
name: peer-review-4c50e357c241
description: "Conduct thorough academic peer reviews with structured feedback using load_pdf and arxiv_to_prompt. Use when the user asks to review a paper, provide manuscript feedback, critique research, or write a referee report."
---

# 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 analysis
- `update_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
1. Read abstract and introduction
2. Understand claimed contributions
3. Skim methodology and results
4. Form initial impression

### Phase 2: Detailed Analysis
1. Carefully read methodology
2. Evaluate experimental design
3. Check result validity
4. Assess reproducibility

### Phase 3: Comparative Check
1. Search for related work
2. Verify novelty claims
3. Check citation coverage
4. Identify missing references

### Phase 4: Report Writing
1. Summarize paper
2. List strengths
3. Detail weaknesses
4. 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

```markdown
# 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]
```

## Tool Examples

### Load and read an arXiv paper for review
```
arxiv_to_prompt arxiv_id="2303.08774"
```

### Load a PDF submission
```
load_pdf source="/workspace/papers/submission.pdf"
```

### Write the review report
```
update_notes content="<h1>Paper Review: [Title]</h1><h2>Summary</h2><p>...</p><h2>Strengths</h2><ol><li>...</li></ol><h2>Weaknesses</h2><h3>Major Issues</h3><ol><li>...</li></ol><h2>Recommendation</h2><p>Minor Revision — Confidence: 4/5</p>"
```

## Best Practices

1. **Be Constructive**: Focus on improvement, not criticism
2. **Be Specific**: Point to exact locations and issues
3. **Be Fair**: Acknowledge strengths before weaknesses
4. **Verify completeness**: Before writing the final report, confirm you have reviewed all major sections and identified at least 3 strengths

Platform guidance

Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.