Academic Paper Summarizer

Analyze research papers to produce structured evaluations with fixed output schemas.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/tolgaio/neo --skill academic-paper-summarizer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Academic Paper Summarizer
Source: https://github.com/tolgaio/neo/tree/main/skills/fabric/summarize/paper
Command: npx skills add https://github.com/tolgaio/neo --skill academic-paper-summarizer

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Provides comprehensive academic paper reviews including the technical approach, distinctive features, experimental setup, results, advantages, and limitations.

Core Features & Use Cases

  • Title and authors
  • Main goal and concept
  • Technical approach
  • Distinctive features
  • Experimental setup and results
  • Advantages and limitations
  • Conclusion

Quick Start

Provide full paper text to summarize.

Frequently Asked Questions about Academic Paper Summarizer

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

FAQPage Schema
How do I summarize an academic paper to extract its methodology and findings?

Provide the full paper text to generate a structured summary that includes methodology, study design, findings, and quality assessment. The Skill analyzes research rigor across disciplines and produces a detailed evaluation with authorship data, experimental setup, results, and a final quality score.

What information does an academic paper review include?

A comprehensive review covers title and authors, main goal, technical approach, distinctive features, experimental setup and results, advantages, limitations, and a transparency assessment including conflicts of interest and researcher interpretation.

Can I use this to evaluate paper quality and research rigor?

Yes. The Skill enforces a fixed output schema assessing study quality, paper quality, and researcher interpretation alongside findings. It generates a final score reflecting the paper's rigor and reliability across any academic discipline.

Do I need to provide the full paper or can I use extracted text?

Either works. The Skill processes both complete papers and extracted text sections, making it flexible for reviewing full documents or portions extracted from larger research compilations.

What makes this different from a basic paper summary?

This goes beyond summarization to produce a multi-faceted evaluation including study design assessment, conflict of interest detection, quality scoring, and structured analysis of methodology—not just key points.