Atlas / Skills / brycewang-stanford / Peer Review Guide

Peer Review GuideSAFE

skills/brycewang-stanford/peer-review-guide

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
NOASSERTION
Stars
4,537
01

Overview

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: peer-review-guide
description: "Conduct thorough, constructive peer reviews and evaluate research papers"
metadata:
  openclaw:
    emoji: "🕵️"
    category: "research"
    subcategory: "paper-review"
    keywords: ["peer review", "reviewer comments", "paper evaluation", "paper reading assistant", "manuscript assessment"]
    source: "wentor"
---

# Peer Review Guide

A skill for conducting thorough, fair, and constructive peer reviews of academic manuscripts. Covers systematic evaluation frameworks, writing effective reviewer reports, and common evaluation criteria across disciplines.

## Review Process Overview

### Systematic Reading Strategy

```
First Pass (30 min): Skim for overall assessment
  - Read title, abstract, introduction, conclusion
  - Scan figures and tables
  - Assess: Is this paper in scope? Is the question important?

Second Pass (60-90 min): Detailed critical reading
  - Read the full paper carefully
  - Annotate unclear points, potential errors, missing references
  - Check methodology, statistical analyses, interpretation

Third Pass (30-60 min): Constructive feedback
  - Formulate your major and minor comments
  - Identify strengths to highlight
  - Draft your review report
```

## Evaluation Framework

### Core Assessment Dimensions

```python
def evaluate_manuscript(assessments: dict) -> dict:
    """
    Structured manuscript evaluation across key dimensions.

    Args:
        assessments: Dict mapping dimension to score (1-5) and comments
    """
    dimensions = {
        'novelty': {
            'weight': 0.20,
            'questions': [
                'Does this paper present new findings, methods, or perspectives?',
                'How does it advance beyond existing work?',
                'Is the contribution incremental or substantial?'
            ]
        },
        'significance': {
            'weight': 0.20,
            'questions': [
                'Is the research question important to the field?',
                'Will this work influence future research or practice?',
                'Is the scope appropriate for this journal?'
            ]
        },
        'methodology': {
            'weight': 0.25,
            'questions': [
                'Is the study design appropriate for the research question?',
                'Are methods described in sufficient detail to reproduce?',
                'Are statistical analyses appropriate and correctly applied?',
                'Are there threats to validity that are not addressed?'
            ]
        },
        'presentation': {
            'weight': 0.15,
            'questions': [
                'Is the paper clearly written and well organized?',
                'Are figures and tables informative and properly labeled?',
                'Is the paper an appropriate length?'
            ]
        },
        'literature': {
            'weight': 0.10,
            'questions': [
                'Is the related work section comprehensive?',
                'Are key prior studies cited and discussed?',
                'Is the paper properly positioned within the literature?'
            ]
        },
        'reproducibility': {
            'weight': 0.10,
            'questions': [
                'Are data and code available or described sufficiently?',
                'Could another researcher replicate this study?',
                'Are all materials, procedures, and analyses documented?'
            ]
        }
    }

    overall_score = 0
    evaluation = {}
    for dim, info in dimensions.items():
        score = assessments.get(dim, {}).get('score', 3)
        comment = assessments.get(dim, {}).get('comment', '')
        overall_score += score * info['weight']
        evaluation[dim] = {
            'score': score,
            'weight': info['weight'],
            'weighted_score': score * info['weight'],
            'comment': comment
        }

    evaluation['overall_score'] = round(overall_score, 2)
    evaluation['recommendation'] = (
        'Accept' if overall_score >= 4.0
        else 'Minor Revision' if overall_score >= 3.5
        else 'Major Revision' if overall_score >= 2.5
        else 'Reject'
    )

    return evaluation
```

## Writing the Review Report

### Structure Template

```
SUMMARY (2-3 sentences)
Briefly describe what the paper does and its main contribution.
This shows the authors you read and understood their work.

STRENGTHS (3-5 bullet points)
- Specific positive aspects
- "The experimental design is rigorous, with appropriate controls..."
- "The visualization in Figure 3 effectively communicates..."

MAJOR COMMENTS (numbered, typically 2-5)
Issues that must be addressed before the paper can be accepted.
These concern correctness, validity, or significant gaps.

1. [Specific concern with reference to section/page]
   "In Section 3.2, the assumption that X holds is questionable
    because [reason]. The authors should either provide evidence
    for this assumption or discuss what happens if it is relaxed."

2. [Another major concern]

MINOR COMMENTS (numbered, typically 3-10)
Suggestions for improvement that are not critical but would
strengthen the paper.

1. "On page 5, line 23: consider citing Smith et al. (2023)
    who address a similar phenomenon."

TYPOS AND FORMATTING (optional, brief list)
- Page 3, line 14: "effect" should be "affect"
- Table 2: column headers are cut off

CONFIDENTIAL COMMENTS TO THE EDITOR (separate section)
Overall assessment, conflicts of interest, ethical concerns.
This is NOT shared with the authors.
```

### Writing Effective Comments

```python
def format_review_comment(comment_type: str, section: str,
                           issue: str, suggestion: str) -> str:
    """
    Format a review comment following best practices.

    Args:
        comment_type: 'major' or 'minor'
        section: Where in the paper (e.g., 'Section 3.2, page 7')
        issue: What the problem is
        suggestion: How to address
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__peer-review-guide.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
06

Questions

What does the Peer Review Guide skill do?

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Is Peer Review Guide safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Peer Review Guide access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Peer Review Guide work with?

Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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