paper-reading-notes

Generate structured reading notes from academic paper PDFs with citations.

Updated Feb 28, 2026
One-click install
npx skills add https://github.com/acd19ml/Knowledge-Markdown --skill paper-reading-notes
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: paper-reading-notes
Source: https://github.com/acd19ml/Knowledge-Markdown/tree/main/Skills/paper-reading-notes
Command: npx skills add https://github.com/acd19ml/Knowledge-Markdown --skill paper-reading-notes

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pdfplumber, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the process of converting academic paper PDFs into structured, evidence-based reading notes, streamlining the creation of literature reviews and knowledge bases.

Core Features & Use Cases

  • Structured Note Generation: Creates detailed notes following a specific research template, including problem setting, core methods, results, limitations, and gap signals.
  • Evidence Extraction: Extracts direct quotes and data points with precise section and page references from PDFs.
  • Audit and Verification: Audits existing notes for accuracy and readiness for knowledge base integration.
  • Use Case: Upload a research paper PDF and ask the AI to "精读这篇论文" to generate a structured note that can be directly used for survey writing.

Quick Start

Use the paper-reading-notes skill to generate structured reading notes from the uploaded PDF.

Frequently Asked Questions about paper-reading-notes

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

FAQPage Schema
How do I generate structured research notes from an academic paper PDF?

You can generate structured research notes from an academic paper PDF by uploading the file and prompting the AI to read it closely. The Skill extracts evidence, design choices, and gap signals with precise page references for your knowledge base.

What is the best way to extract evidence with precise citations for a literature review?

The best way to extract evidence with precise citations for a literature review is using an automated note generation Skill. It pulls direct quotes and data points from PDFs, attaching exact section and page references for survey readiness.

Can I audit existing research notes for knowledge base integration?

Yes, you can audit existing research notes for knowledge base integration. The Skill features an audit mode that verifies note accuracy and readiness, ensuring your extracted evidence and gap signals meet structured template requirements.

Does this academic paper note generation tool require PDF text and table extraction capabilities?

Yes, this academic paper note generation requires PDF text and table extraction capabilities. The Skill utilizes the pdfplumber dependency to parse document contents and accurately extract data points for structured research notes.

What limitations or gap signals are extracted during PDF literature review processing?

During PDF literature review processing, the Skill extracts explicitly stated limitations and gap signals from the academic paper. It structures these research gaps alongside core methods and results to inform future survey writing.