paper-review-skills

Automate academic paper reviews with structured frameworks and AI-assisted reading.

Updated Jun 12, 2026
One-click install
npx skills add https://github.com/flowel/AiSkills --skill paper-review-skills
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: paper-review-skills
Source: https://github.com/flowel/AiSkills/tree/main/skills/codex/paper-review-skills
Command: npx skills add https://github.com/flowel/AiSkills --skill paper-review-skills

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pypdf, pdfplumber, pdf2image, openai, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill provides a comprehensive set of tools and frameworks to streamline the academic paper review process, from systematic evaluation to effective communication with authors.

Core Features & Use Cases

  • Structured Review Frameworks: Utilize structured approaches for thorough paper evaluation across novelty, significance, methodology, presentation, literature, and reproducibility.
  • AI-Assisted Reading: Enhance paper reading with AI tools for summarization, Q&A, and critical analysis.
  • Automated Review Tools: Leverage AI for systematic literature reviews, automated peer review, and data extraction.
  • Use Case: A researcher is reviewing a submitted paper for a journal. They use this Skill to conduct a structured review, generate a summary, and prepare a detailed response letter.

Quick Start

Use the paper-review-skills skill to perform a structured review of the paper 'manuscript.pdf'.

Frequently Asked Questions about paper-review-skills

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I perform a structured peer review of an academic paper?

To perform a structured peer review, this Skill applies structured frameworks to evaluate academic papers across novelty, significance, methodology, presentation, literature, and reproducibility, generating a comprehensive evaluation using AI-assisted reading.

Can I automate a systematic literature review using AI?

Yes, you can automate a systematic literature review by leveraging AI tools for systematic data extraction, automated paper analysis, and critical summarization to streamline the research evaluation process.

What Python dependencies are required for AI-assisted paper analysis?

AI-assisted paper analysis requires the Python libraries pypdf, pdfplumber, pdf2image, and openai to handle structured data processing, PDF text extraction, and AI integration.

How does AI-assisted reading work for academic manuscripts?

AI-assisted reading works by using automated tools to generate paper summaries, answer specific questions about the manuscript, and conduct critical analysis, streamlining the evaluation process for journal editorial workflows.

Does this approach support generating a response letter for journal editorial workflows?

Yes, this approach supports journal editorial workflows by using structured review frameworks to generate a detailed manuscript summary and prepare a comprehensive response letter for authors.

What is the best way to evaluate paper reproducibility and methodology?

The best way to evaluate reproducibility and methodology is using a structured review framework that systematically assesses these specific dimensions alongside novelty and significance to ensure thorough research evaluation.