paper-read

Analyzes PDFs or arXiv links applying Wes's three-pass reading method with structured outputs.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/UnaryLab/ai-for-research --skill paper-read-unarylab
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: paper-read
Source: https://github.com/UnaryLab/ai-for-research/tree/main/skills/paper-read
Command: npx skills add https://github.com/UnaryLab/ai-for-research --skill paper-read-unarylab

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

It helps you quickly understand a research paper at the right depth, so you can triage time spent, learn the core ideas, and extract reviewer-grade insights without getting lost in details.

Core Features & Use Cases

  • Three-pass paper understanding: delivers a fast bird’s-eye overview, a content grasp with figure/table scrutiny, and a deep reviewer-grade analysis via “virtually re-implementing” the work.
  • Five-C structured triage: produces Category, Context, Correctness, Contributions, and Clarity, plus jargon decoding and a stop-or-continue recommendation after Pass 1.
  • Reviewer extraction via Heilmeier Catechism: optionally switches to a structured lens for problem, current practice, novelty, impact, adoption risks, and realism—useful for reviewing or deciding whether to build on the paper.

Quick Start

Use the paper-read skill to walk through an arXiv paper you just opened, stopping after Pass 1 if it’s not worth deeper reading or continuing to Pass 3 if you’re reviewing or building on it.

Frequently Asked Questions about paper-read

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

FAQPage Schema
What is the three-pass method for reading a research paper?

Structured literature review notes provide Category, Context, Correctness, Contributions, and Clarity, plus jargon decoding. They help you decide whether to stop after a quick overview or continue to deep reading when triaging a research paper.

How do I extract reviewer-grade insights from an arXiv paper?

Yes, figure and table scrutiny is applied during the second pass of paper reading. It helps you grasp the paper's content deeply by analyzing visual data alongside the text to verify the author's claims before moving to deep analysis.

Can I get a stop-or-continue recommendation after a quick paper overview?

Yes, figure and table scrutiny is applied during the second pass of paper reading. It helps you grasp the paper's content deeply by analyzing visual data alongside the text to verify the author's claims before moving to deep analysis.

What is the three-pass method for reading a research paper?

To extract reviewer-grade insights from an arXiv paper, you can apply the Heilmeier Catechism lens. This evaluates the problem, current practice, novelty, impact, adoption risks, and realism to help decide whether to build on the work.