firecrawl-research-papers

Search and verify research papers using Firecrawl's semantic paper search.

Updated Jun 15, 2026
One-click install
npx skills add https://github.com/ironkid90/lucky5-v8 --skill firecrawl-research-papers
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: firecrawl-research-papers
Source: https://github.com/ironkid90/lucky5-v8/tree/main/plugins/skills/firecrawl-research-papers
Command: npx skills add https://github.com/ironkid90/lucky5-v8 --skill firecrawl-research-papers

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Quickly find, synthesize, and verify research papers with Firecrawl, making literature reviews and source synthesis a breeze.

Core Features & Use Cases

  • Paper Search & Verification: Utilize semantic paper search, related-paper expansion, and in-body verification to gather research papers.
  • Use Case: Need a comprehensive review of a specific research topic? Firecrawl Research Papers will fetch and analyze papers with a focus on method, results, and citations.

Quick Start

Search for research papers on 'AI and machine learning' with Firecrawl Research Papers.

Frequently Asked Questions about firecrawl-research-papers

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

FAQPage Schema
How do I find related research papers for a literature review?

To find related research papers for a literature review, use Firecrawl's semantic paper search and related-paper expansion to identify and synthesize academic sources. This approach fetches and analyzes papers with a focus on method, results, and citations.

Can I verify claims and citations directly within research papers?

Yes, you can verify claims directly within research papers using the in-body verification feature. This mechanism checks the text of the paper to ensure the claims and citations match the context of your topic analysis.

Do I need an API key to search for academic research papers?

Yes, you need a Firecrawl API key to search for academic research papers. This dependency is required to access the semantic search and related papers expansion capabilities that gather and verify the research sources.

What is the best way to synthesize research papers on AI and machine learning?

The best way to synthesize research papers on AI and machine learning is to apply context-based topic analysis. This fetches relevant academic sources and analyzes the methods and results to meet your comprehensive review demands.

How does semantic search work for academic research and lit reviews?

Semantic search for academic research works by identifying and verifying research papers based on context rather than exact keywords. It expands the search to related papers and analyzes the document body to synthesize a comprehensive literature review.

Are there limitations when using Firecrawl for research paper summaries?

Firecrawl for research paper summaries is limited by its reliance on the Firecrawl API key and requires context-based topic analysis. The tool focuses on method, results, and citations, meaning it may not synthesize non-academic sources.