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Crawl4AI vs Firecrawl: which crawler for LLM data?

Choose Crawl4AI if you want open source, full control and no per-page fees; choose Firecrawl if you want a hosted API that works without running browsers yourself. Both turn web pages into Markdown for LLMs – the difference is who runs the infrastructure.

Updated 6 Nov 2026

Comparison table

Crawl4AIFirecrawl
TypePython library + self-hosted Docker API; official cloud service availableHosted API first; open-source self-host version
LicenseApache 2.0AGPL-3.0 for the open-source core
Cost modelFree to self-host; you pay server, proxies, LLM callsCredit-based plans with a free tier
Setuppip + browser install, or one Docker commandAPI key, SDK or HTTP call
JavaScript pagesYes, headless browser (Playwright)Yes, rendered on their infrastructure
OutputMarkdown (raw/fit), HTML, JSON, screenshots, PDFMarkdown, HTML, JSON, screenshots
Structured extractionCSS/XPath schemas or any LLM (incl. local via Ollama)LLM extraction via API
Whole-site crawlingDeep crawl strategies (BFS/DFS) in your codeCrawl and map endpoints
MCPBuilt into the Docker serverOfficial MCP server
Data controlEverything stays on your machineRequests run through the provider (cloud)

Pricing and features change often; check the current details on both official sites before you decide.

When Crawl4AI is the better choice

  • You crawl a lot and per-page fees would add up.
  • Data must stay on your own servers (privacy, compliance).
  • You want to use a local LLM for extraction.
  • You are fine with running Python or a Docker container.

When Firecrawl is the better choice

  • You want results today without operating browsers, proxies and retries.
  • Your volume is small or unpredictable.
  • Your stack is not Python and you just want an HTTP API with SDKs.

Middle ground

Run the Crawl4AI Docker server: you get an HTTP API like a hosted service, but self-hosted (guide). Or try a single URL in the Crawl4AI online tool to see the output quality before you commit.

Crawl4AI vs Firecrawl FAQ

Is Crawl4AI better than Firecrawl?
Neither is better in general. Crawl4AI wins on cost and control when you self-host; Firecrawl wins on convenience as a managed API.
Is Firecrawl open source?
Firecrawl has an open-source version under AGPL-3.0, but its main product is the hosted API. Crawl4AI is Apache 2.0, which is more permissive for commercial use.
Can I switch from Firecrawl to Crawl4AI?
Yes. Both return Markdown, so downstream code usually stays the same. Replace the API call with Crawl4AI’s Python API or its Docker /md endpoint.