firecrawl-research-index

Find and verify research papers using semantic search and in-body verification.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill solves the problem of finding research papers that answer a research query using advanced search techniques and verification.

Core Features & Use Cases

  • Semantic Search: Uses semantic search to find papers that match a research query.
  • Semantic and Structural Expansion: Expands search results using semantic and structural information to provide a comprehensive set of relevant papers.
  • In-body Verification: Verifies the relevance of papers by checking their content against the research query.
  • Use Case: If you're conducting research and need to find papers on a specific topic, this Skill can help you quickly locate and verify relevant papers.

Quick Start

Use the firecrawl-research-index skill to find papers on "deep learning for image recognition".

Frequently Asked Questions about firecrawl-research-index

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

FAQPage Schema
How do I find relevant research papers for academic literature reviews using semantic search?

To find relevant research papers for academic literature reviews, semantic search matches your query against a research corpus, expanding results structurally and verifying relevance by checking the paper content directly against your query.

Can Firecrawl Research verify if a paper actually matches my scientific inquiry inside the text?

Yes, Firecrawl Research performs in-body verification to ensure a paper matches your scientific inquiry by checking the internal content of the text against your specific research query.

What is the best way to retrieve technical analysis papers beyond basic keyword matching?

The best way to retrieve technical analysis papers beyond basic keyword matching is using semantic and structural expansion, which identifies comprehensive relevant papers by analyzing meaning and document structure.

Do I need a research corpus to use the Firecrawl Research Index for paper retrieval?

Yes, you need access to a research corpus and the Firecrawl Research tool to perform paper retrieval, as the Skill requires these dependencies to execute semantic search and verify relevant literature.

How does semantic and structural expansion improve academic research paper finding?

Semantic and structural expansion improves academic research paper finding by broadening the search scope beyond exact matches, utilizing document structure and meaning to provide a more comprehensive set of relevant papers.

What are the limitations of using semantic search for literature-finding tasks?

For literature-finding tasks, semantic search is limited by its dependence on the accessible research corpus and the Firecrawl Research tool, requiring in-body verification to confirm that retrieved papers actually address the research query.