paper-review

Extract structured insights from research papers into reusable notes.

13|1|Updated Apr 14, 2026
One-click install
npx skills add https://github.com/debug-zhuweijian/ai-research-toolkit --skill paper-review-debug-zhuweijian
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: paper-review
Source: https://github.com/debug-zhuweijian/ai-research-toolkit/tree/main/modules/03-analysis/skills/paper-review
Command: npx skills add https://github.com/debug-zhuweijian/ai-research-toolkit --skill paper-review-debug-zhuweijian

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

An analytical workflow that turns a research paper into focused, reusable notes, emphasizing the research question, methodology, evidence strength, limitations, and potential reuse in future work.

Core Features & Use Cases

  • Structured extraction: identify and capture the research question, key methods, experiments, results, and conclusions.
  • Critical evaluation: assess validity, strength of evidence, and reproducibility implications.
  • Use Case: prepare literature-tracking notes or a thesis draft from a single paper, or quick-to-share summaries for group discussions.

Quick Start

Provide a paper (PDF or text) and I will generate a structured, analysis-focused review.

Frequently Asked Questions about paper-review

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

FAQPage Schema
How do I extract methods and experiments from a research paper PDF?

To extract methods and experiments from a research paper PDF, provide the document to generate structured, analysis-focused notes. It identifies the research question, methodology, results, and conclusions for reuse.

Can I analyze PPTX and DOCX research supplements to evaluate evidence strength?

Yes, you can analyze PPTX and DOCX research supplements to evaluate evidence strength. It requires local document skills to extract text from these formats before assessing validity and reproducibility implications.

What is the best way to turn research papers into reusable literature tracking notes?

The best way to turn research papers into reusable literature tracking notes is using an analytical workflow that captures the research question, methodology, limitations, and potential reuse in future work.

Does generating a structured paper review require local document text extraction tools?

Generating a structured paper review requires local document skills to extract text from your files. This extracted text is then processed to evaluate quality, compare against targets, and structure insights.

How do I prepare a quick-to-share summary from a single research paper for group discussions?

To prepare a quick-to-share summary from a single research paper for group discussions, input the document to generate focused notes emphasizing the research question, methodology, evidence strength, and limitations.