Firecrawl for research
In a research setup, Firecrawl is the third of four picks, and it is the fetch step that follows discovery. Its official server turns any source page into clean, model-ready markdown and can crawl a whole site, so the agent reads full pages instead of guessing from a search snippet.
Research is a search-then-read loop, and Firecrawl owns the read half well. Once a query has surfaced the sources, this is the tool that pulls their content in cleanly.
How Firecrawl fits
firecrawl_scrape converts a single page to clean markdown, firecrawl_crawl walks an entire site asynchronously when a topic spans many pages, and firecrawl_batch_scrape pulls a list of known URLs at once. firecrawl_map discovers a site's URLs first, firecrawl_extract pulls structured fields against a schema, and firecrawl_search adds web search with optional scraping. For turning a set of links into readable material, that is the core.
The other picks lead on the steps Firecrawl does not. Perplexity answers a question directly with citations, faster when you want a synthesized result. Exa ranks ahead for finding the most relevant sources through neural search and returns clean content too, which overlaps with Firecrawl's read step but covers discovery. Context7 is the pick when research is about a specific library or API, returning version-accurate docs that web crawling cannot. Use Firecrawl when the value is in pulling full page content, especially across a whole site.
Tools you would use
| Tool | What it does |
|---|---|
| firecrawl_scrape | Scrape content from a single URL with advanced options, returning clean markdown or other formats. |
| firecrawl_batch_scrape | Scrape multiple known URLs efficiently with built-in rate limiting and parallel processing. |
| firecrawl_check_batch_status | Check the progress and retrieve results of a batch scrape operation. |
| firecrawl_map | Map a website to discover all of its indexed URLs before deciding what to scrape. |
| firecrawl_search | Search the web and optionally scrape content from the search results. |
| firecrawl_search_feedback | Submit structured feedback on previous search results to improve quality and refund credits. |
| firecrawl_crawl | Start an asynchronous crawl job that extracts content from all reachable pages on a site. |
| firecrawl_check_crawl_status | Check the progress of a crawl job and retrieve results when complete. |
| firecrawl_extract | Extract structured information from web pages using LLM capabilities against a schema. |
| firecrawl_agent | Run an autonomous web research agent that browses and gathers data independently and asynchronously. |
FAQ
- Does Firecrawl find sources or just read them?
- Mainly read. firecrawl_scrape and firecrawl_crawl pull full page content into markdown, which is its strength. firecrawl_search does add web search, but for finding the most relevant sources by meaning, Exa's neural search ranks ahead. Pair the two for discovery plus extraction.
- When should I add Context7 to a research setup?
- When the research touches code. Context7 returns version-accurate documentation for a specific library or API, which crawling general web pages cannot reliably produce. Firecrawl handles open-web extraction; Context7 handles the docs side.