SkillsLib.ai

Peer Review

Systematically evaluate manuscripts and grants with rigorous peer review

4.4(46 reviews)
1,000+ downloads
Updated Oct 2026
Verified SafeSecurity VerifiedThis skill was analyzed by our AI security scanner for harmful content including data exfiltration, system manipulation, credential theft, and prompt injection. No threats were detected.

What You Can Do

Conduct rigorous peer review of scientific manuscripts and grant proposals by systematically evaluating methodology, statistical validity, experimental design, reproducibility, ethical compliance, and adherence to reporting standards. You'll generate constructive, detailed feedback that identifies strengths and weaknesses while ensuring compliance with discipline-specific guidelines like CONSORT, STROBE, and PRISMA.

Features

Methodology Assessment

Evaluate experimental design, approach validity, and alignment with research questions

Statistical Analysis Review

Check analytical methods, sample sizes, P-value reporting, and statistical assumptions

Reproducibility Evaluation

Assess data availability, protocol clarity, materials documentation, and replication likelihood

Ethics Compliance Check

Verify IRB approval, consent documentation, conflict-of-interest disclosure, and ethical considerations

Figure and Data Integrity

Evaluate figure quality, labeling accuracy, statistical appropriateness, and potential manipulation

Reporting Standards Verification

Apply discipline-specific guidelines (CONSORT, STROBE, PRISMA, APA) to ensure completeness

Constructive Feedback Framework

Generate actionable reviewer comments organized by priority and impact

Grant Proposal Assessment

Evaluate feasibility, innovation, team qualifications, and budget justification for research applications

Example Output

Manuscript Review Example:

Methodology Strengths: Well-designed RCT with appropriate blinding and control conditions. Sample size calculation clearly justified.

Statistical Concerns: P-values reported without confidence intervals. Multiple comparisons lack correction. Recommend reporting 95% CIs and adjusting alpha levels.

Reproducibility Issues: Methods section lacks sufficient detail for protocol replication. Data availability statement missing. Request raw data in supplementary materials.

Recommendation: Minor revisions required. Manuscript has merit but requires statistical reporting improvements and data sharing commitment.


Grant Proposal Review Example:

✓ Strengths: Clear innovation in methodology. Team has relevant preliminary data. Budget realistic and well-justified.

✗ Concerns: Timeline appears compressed for Aim 3. Risk mitigation plan incomplete for technical challenges.

→ Recommendations: Clarify contingency approaches for Aim 3. Add 2-month buffer. Strengthen validation strategy.

What's Included

  • SKILL.md instruction file with peer review protocols:
  • Manuscript Review Checklist: systematic evaluation framework covering methodology, statistics, ethics, figures, and reproducibility
  • Grant Proposal Assessment Template: structured evaluation of research significance, feasibility, and team qualifications
  • Reporting Standards Reference Guide: discipline-specific compliance checklist (CONSORT, STROBE, PRISMA, APA)
  • Feedback Comment Library: pre-written constructive feedback templates for common issues
  • Conflict-of-Interest and Ethics Compliance Verification Worksheet:

Who It's For

  • Journal editors and associate editors managing peer review workflows
  • Academic researchers reviewing manuscripts for conferences and journals
  • Grant program officers and funding agency review panelists
  • PhD students and postdocs developing peer review expertise
  • Research integrity specialists and institutional review coordinators

Best For

  • Peer review of biomedical, clinical, and life sciences manuscripts
  • Engineering and computer science manuscript evaluation
  • Research grant and funding proposal assessment
  • Protocol review for clinical trials and research studies
  • Reproducibility and open science compliance verification
  • Training materials for emerging peer reviewers

You might also like

Primary Eye Care Documentation & Clinical Assessment
$35
Primary Eye Care Documentation & Clinical Assessment

This skill transforms raw clinical examination data into professional-grade documentation that streamlines charting, ensures insurance compliance, and reduces administrative time. You can generate structured clinical narratives, differentiate between presenting conditions (dry eye, presbyopia, refractive error), create management plans with follow-up intervals, and produce insurance-ready assessments—cutting typical comprehensive exam documentation from 30 minutes to 10-12 minutes per patient.

Scientific Writing
$35
Scientific Writing

You can draft, structure, and refine complete research manuscripts for journal submission using the IMRAD framework. The skill combines deep literature research with formatted scientific writing, producing full-paragraph prose backed by verified citations and compliance with study-specific reporting guidelines. Whether you're writing abstracts, methods sections, results, or full manuscripts, this skill ensures your work meets publication standards with properly formatted references and data presentations.

Scientific Critical Thinking
$25
Scientific Critical Thinking

You can rigorously evaluate scientific research by assessing methodology, experimental design, and statistical validity using established frameworks like GRADE and Cochrane Risk of Bias. This skill helps you identify confounding variables, detect biases, and determine the overall quality of evidence in research papers, enabling you to critically challenge scientific claims and distinguish robust findings from flawed conclusions.

Frame Consultation & Upsell Assistant
$35
Retail3.8(30)
Frame Consultation & Upsell Assistant

You can structure customer consultations from intake through recommendation by capturing face shape, lifestyle, budget, and prescription data. Claude then generates personalized frame suggestions matched to your inventory, presents lens upgrade options with clear value propositions, and provides objection-handling scripts that maintain margins while building customer trust. Track customer profiles for faster repeat visits and higher upsell conversion.

Latex Posters
$35
Latex Posters

You can generate professional research posters optimized for conference presentations using LaTeX. The skill handles layout design across A0, A1, and standard sizes, integrates figures and equations with proper visual hierarchy, applies color schemes and typography for readability from distance, and provides templates for rapid poster creation without design expertise.

Employment Dispute Analysis & Settlement Framework
$35
Employment Dispute Analysis & Settlement Framework

You can analyze complex employment disputes—wrongful termination, discrimination, wage claims, and retaliation allegations—and generate evidence-based settlement frameworks that balance legal exposure with business interests. The skill evaluates claim strength, calculates realistic settlement ranges, and produces jurisdiction-specific negotiation strategies backed by comparable case benchmarks and regulatory compliance analysis.

Generate Image
$20
Generate Image

Generate and edit professional-grade images using state-of-the-art AI models like FLUX.2 Pro and Gemini 3 Pro. Create photorealistic photos, artistic illustrations, concept art, and visual assets for presentations—all from text descriptions or by editing existing images.

Peer Review Protocol: Structured Manuscript Assessment
$35
Peer Review Protocol: Structured Manuscript Assessment

This skill guides you through a comprehensive peer review process using structured assessment templates, detailed evaluation rubrics, and evidence-based feedback frameworks. You'll generate detailed, constructive reviews that identify both strengths and weaknesses, provide actionable recommendations, and produce consistent evaluations suitable for academic journals, grant agencies, or conference committees.

$35.00