firecrawl-research-index

Find research papers in Firecrawl's paper index using semantic search and citation expansion.

Updated Aug 2, 2026
One-click install
npx skills add https://github.com/leonardoacosta/agents --skill firecrawl-research-index-leonardoacosta
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: firecrawl-research-index
Source: https://github.com/leonardoacosta/agents/tree/main/skills/firecrawl-research-index
Command: npx skills add https://github.com/leonardoacosta/agents --skill firecrawl-research-index-leonardoacosta

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Finding the right research papers for a query is hard: a single keyword search misses sibling methods, related work, and papers whose abstracts don't literally mention the topic. This Skill turns Firecrawl's research paper index — covering PubMed, bioRxiv, medRxiv, and arXiv — into a structured literature-finding workflow that matches the search strategy to the type of question being asked. ## Core Features & Use Cases - Semantic paper search: Query paper abstracts with HyDE-based semantic search via the firecrawl_research_search_papers MCP tool or firecrawl research search-papers CLI command. - Citation and similarity expansion: Turn one good hit into a full relevant set using related_papers with similar, citers, or references modes. - In-body verification: Confirm load-bearing claims (methods used, scores reported, affiliations) with read_paper, and fetch canonical metadata with inspect_paper. - Use Case: Ask "what are alternatives to the Adam optimizer?" and the Skill runs an initial semantic search, expands strong anchors through citation graphs, and returns the full family of relevant papers ranked by relevance. ## Quick Start Ask the agent to find papers on your research question, for example: find papers about training-free detection of AI-generated text and include closely related methods.

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 research papers with Firecrawl?

Use the firecrawl_research_search_papers MCP tool or the firecrawl research search-papers CLI command with your query. It runs semantic HyDE search over paper abstracts from PubMed, bioRxiv, medRxiv, and arXiv, returning the most relevant papers first.

How do I find papers related to a paper I already know?

Use firecrawl_research_related_papers with the seed paper IDs and an intent. Choose mode=similar for niche siblings, mode=citers for papers that build on it, or mode=references for what it builds on and compares against.

What is the difference between firecrawl research search and the research category filter?

The firecrawl_research_* tools query a paper index with semantic search over abstracts and citation expansion. The categories: ["research"] option on firecrawl_search only filters ordinary web search to research-affiliated websites like PubMed and arXiv, returning web pages rather than paper records.

Does the Firecrawl research index cover biomedical papers?

Yes, biomedical and life-science literature is the largest share of the corpus, including PubMed journal articles and bioRxiv and medRxiv preprints. arXiv preprints cover computer science, physics, and mathematics, while paywalled or niche venues may be missing.

How do I verify what a paper actually reports before citing it?

Use firecrawl_research_read_paper with the paper ID and a specific question to read in-body passages, confirming methods used or scores reported. Use firecrawl_research_inspect_paper when you only need canonical metadata like title, authors, and dates.

When should I use web search instead of the research paper index?

Use firecrawl_search or firecrawl_scrape for facts that don't live in abstracts, such as benchmark leaderboards, rankings, or most-popular comparisons. Find the ranking on the web, then map top entries back to papers with search_papers.