
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-reviewAdd your badge
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| Installs | 475 |
|---|---|
| repo stars | ★ 5k |
| Last updated | July 17, 2026 |
| Repository | galaxy-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
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 accurateWhen 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 questionsreferences/FINAL-VERDICT.md- how to summarize submission readiness and blocking issuesexamples/example-self-review.md- example review output
Paper Self-Review Example
Verdict
- needs moderate revision
Blocking issues
1. Main claim is not tied to a statistical test. 2. Baseline comparison is missing one obvious prior system. 3. Figure 2 caption does not explain the metric.
Non-blocking issues
- abstract can quantify the gain more clearly
- discussion should name one concrete limitation
Final Verdict
Verdict buckets
ready with minor editsneeds moderate revisionnot ready for submission
Always report
- top 3 blocking issues
- top 3 polish issues
- missing evidence or missing citations
- figure/table risks
Section Checklist
Abstract
- problem clear
- method identifiable
- main result quantified
- contribution stated
Introduction
- research gap explicit
- question or hypothesis visible
- contribution list concrete
Method
- enough detail to reproduce
- assumptions named
- key design choices justified
Results
- numbers support claims
- uncertainty / significance reported when needed
- baselines and ablations are interpretable
Discussion
- limitations named
- failure cases acknowledged
- next-step implications are reasonable
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.