head to head · open source

Crawl4AI vs firecrawl-mcp-server

Crawl4AI has 83,747 GitHub stars, 8,660 forks, 188 open issues and last shipped 2 days ago. firecrawl-mcp-server has 7,477 stars, 888 forks, 136 open issues and last shipped yesterday. Crawl4AI leads on adoption by 1,020% (83,747 vs 7,477 stars). Crawl4AI is written in Python under Apache-2.0; firecrawl-mcp-server is written in TypeScript under MIT. Crawl4AI has attracted 10% as many forks as stars, firecrawl-mcp-server 12%. firecrawl-mcp-server was the more recently maintained of the two, and both are self-hostable with no licence fee.

Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.

Crawl4AI ★ 84K firecrawl-mcp-server ★ 7.5K category Data & Analytics

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Side by side

Crawl4AI firecrawl-mcp-server
GitHub stars ★ 84K ★ 7.5K
License Apache-2.0 MIT
Written in Python TypeScript
Last push 2026-09-16 2026-09-17
Forks ⑂ 8.7K ⑂ 888
Self-hosting Yes Yes
Data ownership Your server Your server

pick Crawl4AI if

  • You weight community size — 84K stars and counting
  • You want the Apache-2.0 license terms
  • Your stack matches Python
  • You value the larger contributor base for long-term maintenance

full Crawl4AI profile →

pick firecrawl-mcp-server if

  • You want the firecrawl-mcp-server feature set and don't need the biggest community
  • You prefer the MIT license terms
  • Your stack matches TypeScript
  • You evaluated both and firecrawl-mcp-server fits your workflow better

full firecrawl-mcp-server profile →

About Crawl4AI

Crawl4AI is an open source web crawler and scraper designed to prepare website content for large language model (LLM) workflows. It lives in the Python ecosystem and targets data extraction for RAG, agents, and AI pipelines. Unlike many tools that require API keys or paid subscriptions, Crawl4AI provides direct, self hosted access to web content with output structured specifically for LLM consumption.

read the full Crawl4AI overview →

About firecrawl-mcp-server

Firecrawl MCP Server is the official Model Context Protocol server that gives Cursor, Claude, and other MCP compatible AI clients search, scraping, and page interaction against the live web.

read the full firecrawl-mcp-server overview →

More in Data & Analytics

Mermaid ★ 90K Scrapling ★ 82K Apache Superset ★ 75K echarts ★ 67K scrapy ★ 64K ClickHouse ★ 50K

Related comparisons

crawl4ai vs scrapling crawl4ai vs scrapy crawl4ai vs easyspider crawl4ai vs changedetection-io crawl4ai vs lux crawl4ai vs clickhouse crawl4ai vs apache-pinot scrapling vs scrapy scrapling vs easyspider scrapling vs changedetection-io mermaid vs apache-superset mermaid vs echarts apache-superset vs echarts mermaid vs metabase mermaid vs pixijs mermaid vs diagram-design apache-superset vs metabase apache-superset vs pixijs mermaid vs clickhouse scrapling vs clickhouse apache-superset vs clickhouse mermaid vs apache-pinot scrapling vs apache-pinot apache-superset vs apache-pinot

More Data Extraction & Web Scraping projects

Compare either of these against the rest of the Data Extraction & Web Scraping field.

Crawl4AI vs Scrapling Crawl4AI vs scrapy Crawl4AI vs EasySpider Crawl4AI vs changedetection.io Crawl4AI vs lux Crawl4AI vs CloakBrowser Crawl4AI vs Scrapegraph-ai Crawl4AI vs crawlee Crawl4AI vs colly Crawl4AI vs stagehand Crawl4AI vs proxy_pool Crawl4AI vs Douyin_TikTok_Download_API

Frequently asked questions

Is Crawl4AI or firecrawl-mcp-server more popular?

Crawl4AI has 83,747 GitHub stars and firecrawl-mcp-server has 7,477. Crawl4AI has the larger community by that measure.

Are Crawl4AI and firecrawl-mcp-server free?

Both are open source. Crawl4AI is licensed under Apache-2.0 and firecrawl-mcp-server under MIT. Neither carries a licence fee.

What is the difference between Crawl4AI and firecrawl-mcp-server?

Crawl4AI is written in Python and firecrawl-mcp-server in TypeScript. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.

Which should I choose, Crawl4AI or firecrawl-mcp-server?

Choose Crawl4AI if you want the larger community (83,747 stars) or its Apache-2.0 licence terms. Choose firecrawl-mcp-server if its feature set, stack or MIT licence fits better. Both are self-hostable.