paper-summarize

Summarize research paper PDFs using the QLMRI framework and update index.yaml and references.bib files.

Updated Mar 6, 2026
One-click install
npx skills add https://github.com/ryan-ressmeyer/llm-skills --skill paper-summarize
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: paper-summarize
Source: https://github.com/ryan-ressmeyer/llm-skills/tree/main/paper-summarize
Command: npx skills add https://github.com/ryan-ressmeyer/llm-skills --skill paper-summarize

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates the process of reading research papers, extracting key information, and updating your literature database, saving researchers significant time and ensuring consistency.

Core Features & Use Cases

  • Structured Summarization: Generates summaries using the QLMRI framework (Questions, Logic, Methods, Results, Inferences).
  • Database Integration: Automatically updates index.yaml and references.bib with new paper information.
  • Figure Extraction: Identifies and optionally extracts key figures from papers.
  • Use Case: After downloading a new PDF, use this skill to generate a structured summary, add it to your organized library, and ensure your BibTeX file is up-to-date.

Quick Start

Summarize the paper located at references/smith-jones-2019/smith-jones-2019.pdf and update the literature database.

Frequently Asked Questions about paper-summarize

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

FAQPage Schema
How do I summarize a research paper PDF and update my literature database?

To summarize a research paper PDF, this Skill processes the document using the QLMRI framework and automatically updates your literature database files, including index.yaml and references.bib. It handles paper processing, figure extraction, and database synchronization for scientific literature management.

What is the QLMRI framework for literature review summarization?

The QLMRI framework is a structured summarization method that extracts key information from research papers by organizing it into Questions, Logic, Methods, Results, and Inferences. This ensures consistent and comprehensive coverage of core scientific contributions.

How do I automatically add new paper citations to a BibTeX file?

You can automatically add new paper citations to a BibTeX file by processing your PDFs through this Skill. It manipulates your references.bib file directly via Python scripts, ensuring your bibliography stays synchronized with your organized library.

Can I extract figures from a PDF while generating a literature review summary?

Yes, you can extract figures from a PDF while generating a literature review summary. The Skill identifies and optionally extracts key figures from research papers during the summarization process to support your literature database management.

Do I need pyyaml installed to manage a YAML literature database?

Yes, you need pyyaml installed to manage a YAML literature database with this Skill. The Python scripts rely on this dependency to manipulate the index.yaml file and synchronize your research paper database correctly.

What is the best way to organize a literature review database from PDF sources?

The best way to organize a literature review database from PDF sources is to automate extraction using the QLMRI framework. This approach simultaneously generates structured summaries, updates your index.yaml, and synchronizes references.bib for consistent database management.