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Paper Self Review

  • 475 installs
  • 5k repo stars
  • Updated July 17, 2026
  • galaxy-dawn/claude-scholar

paper-self-review is a Claude Scholar agent skill that self-reviews academic manuscripts before submission by checking clarity, structure, claims versus evidence, related work gaps, figures, and reviewer-style critique l

About

paper-self-review is a Claude Code agent skill from the galaxy-dawn/claude-scholar repository that guides agents to critique academic manuscripts before journal or conference submission. The skill evaluates writing clarity, logical structure, alignment between claims and cited evidence, gaps in related work coverage, and consistency of figures and tables against the narrative. Developers and researchers reach for paper-self-review when a draft is feature-complete but needs a structured pre-submission pass that mimics external peer review without waiting weeks for referee reports. Agents produce reviewer-style critique lists highlighting weak arguments, missing citations, overstated conclusions, and sections that confuse readers—helping authors revise proactively. paper-self-review complements grammar tools by focusing on scientific rigor and exposition quality rather than spelling alone. Research engineers, PhD students, and technical authors publishing ML systems or software engineering papers benefit when agents must systematically stress-test a manuscript's argumentation before upload to arXiv or a program committee portal.

  • Claims vs evidence audit
  • Structure and clarity pass
  • Related-work gaps
  • Figure and table checks
  • Reviewer-style critique

Paper Self Review by the numbers

  • 475 all-time installs (skills.sh)
  • Ranked #392 of 1,879 Documentation skills by installs in the Skillselion catalog
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/galaxy-dawn/claude-scholar --skill paper-self-review

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Listed on Skillselion
Installs475
repo stars5k
Last updatedJuly 17, 2026
Repositorygalaxy-dawn/claude-scholar

How do you self-review a paper before submission?

Self-review manuscripts with Claude Scholar before submission: clarity, structure, claims vs evidence, related work gaps, figure/table checks, and reviewer-style critique lists.

Who is it for?

Researchers and engineers submitting academic papers who want structured Claude Scholar critique before external peer review.

Skip if: Developers writing README files, API docs, or blog posts that do not follow academic manuscript structure and evidence norms.

When should I use this skill?

A researcher asks to self-review a manuscript, check claims versus evidence, find related work gaps, or get reviewer-style critique before paper submission.

What you get

Reviewer-style critique lists, claims-versus-evidence notes, related work gap flags, and figure or table consistency findings.

  • Reviewer-style critique list
  • Claims-evidence gap report
  • Related work coverage notes

Files

SKILL.mdMarkdownGitHub ↗

Paper Self-Review

A systematic paper quality checking tool that helps researchers conduct comprehensive self-review before submission.

Core Features

1. Structure Review

Check whether all sections of the paper are complete and conform to academic standards:

  • Does the Abstract include problem, method, results, and contributions?
  • Does the Introduction clearly articulate research motivation and background?
  • Is the Method detailed enough to be reproducible?
  • Do the Results sufficiently support the conclusions?
  • Does the Discussion address limitations and future work?

2. Logic Consistency Check

Verify the logical coherence of the paper:

  • Do research questions match the methodology?
  • Does the experimental design support the research hypotheses?
  • Are result interpretations reasonable?
  • Are conclusions supported by evidence?

3. Citation Completeness

Check the completeness and accuracy of citations:

  • Are all citations present in the references?
  • Is the reference format consistent?
  • Are key related works cited?
  • Do citations accurately reflect the original content?

4. Research Claim Audit

Check whether the paper's claims are supported by the available evidence:

  • Are the main claims supported by results, citations, or analysis artifacts?
  • Are speculative observations clearly marked as tentative?
  • Does the paper avoid stronger wording than the evidence allows?
  • Are negative results, limitations, and missing baselines presented honestly?
  • Do conclusions stay inside the tested scope?

This audit does not replace results-analysis for statistics or citation-verification for bibliographic verification. It checks whether paper claims correctly use the available evidence.

5. Figure/Table Quality

Evaluate the quality and effectiveness of figures and tables:

  • Do all figures/tables have clear titles and captions?
  • Do figures/tables support the text narrative?
  • Are figures/tables clear and readable?
  • Do formats comply with journal/conference requirements?

6. Writing Clarity

Check writing clarity and readability:

  • Is the language concise and clear?
  • Is technical terminology used appropriately?
  • Are sentence structures clear?
  • Is paragraph organization logical?

Quality Checklist

Use this checklist for systematic paper self-review:

Paper Quality Checklist:
- [ ] Abstract includes problem, method, results, contributions
- [ ] Introduction clearly states research motivation
- [ ] Method is reproducible
- [ ] Results support conclusions
- [ ] Main claims are supported by named evidence
- [ ] Over-strong claims are weakened or removed
- [ ] Discussion addresses limitations
- [ ] All figures/tables have captions
- [ ] Citations are complete and accurate

When to Use

Use this skill in the following scenarios:

  • Pre-submission check - Final review before submitting to a journal or conference
  • After first draft - Systematic review after completing the first draft
  • Before advisor review - Self-check before requesting advisor feedback to improve quality
  • Post-revision verification - After revising based on reviewer comments, verify all issues are addressed
  • Collaborator review - Quality check before sending to collaborators

Review Process

Follow these steps for systematic paper review:

Step 1: Structure Review

Start with the overall structure, checking if all sections are complete and logically coherent.

Step 2: Content Review

Dive into each section, checking content accuracy and completeness.

Step 3: Research Claim Audit

Check whether each major claim is supported by the evidence available in the draft, analysis bundle, citations, or project notes.

Use this output shape:

## Claim Audit

Claim:
Verdict: keep | weaken | revise | remove
Evidence used:
Missing evidence:
Overclaim risk:
Suggested wording:

Step 4: Citation Check

Verify the completeness and accuracy of all citations.

Step 5: Figure/Table Review

Check the quality and captions of all figures and tables.

Step 6: Writing Quality

Review language expression and writing clarity.

Step 7: Final Checklist

Use the quality checklist for final verification.

Best Practices

Review Timing

  • Spaced review - Wait 1-2 days after completing the draft before reviewing to maintain objectivity
  • Multiple rounds - Conduct multiple review rounds, focusing on different aspects each time
  • Print review - Print a hard copy for review; issues are easier to spot on paper

Review Techniques

  • Reverse reading - Read from conclusion backwards to check logical coherence
  • Read aloud - Reading the paper aloud helps identify language issues
  • Reviewer perspective - Assume you are a reviewer and read critically

Common Issues

  • Abstract too brief or too verbose
  • Introduction lacks clear research question statement
  • Method lacks sufficient detail for reproduction
  • Results lack statistical significance tests
  • Discussion doesn't address research limitations
  • Figures/tables lack clear titles and captions
  • Inconsistent citation formatting

Summary

The Paper Self-Review skill provides a systematic paper quality checking process, helping researchers identify and resolve issues before submission, improving paper quality and acceptance rates.

Reference Files

Load only what is needed:

  • references/SECTION-CHECKLIST.md - section-by-section review questions
  • references/FINAL-VERDICT.md - how to summarize submission readiness and blocking issues
  • examples/example-self-review.md - example review output

Related skills

FAQ

What does paper-self-review check?

paper-self-review checks manuscript clarity, structure, claims versus evidence, related work coverage, and figure or table consistency, then outputs reviewer-style critique lists before submission.

When should researchers use paper-self-review?

Researchers should use paper-self-review when a draft is near submission and needs a structured pre-review pass that surfaces weak arguments, missing citations, and exposition issues peer reviewers would likely raise.

Documentationresearchllmautomation

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