head to head · open source
Scrapegraph-ai vs firecrawl-mcp-server
Scrapegraph-ai has 32,473 GitHub stars, 3,317 forks, 16 open issues and last shipped 1 months ago. firecrawl-mcp-server has 7,761 stars, 927 forks, 136 open issues and last shipped yesterday. Scrapegraph-ai leads on adoption by 318% (32,473 vs 7,761 stars). Scrapegraph-ai is written in Python under MIT; firecrawl-mcp-server is written in JavaScript under MIT. Scrapegraph-ai 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.
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Side by side
| Scrapegraph-ai | firecrawl-mcp-server | |
|---|---|---|
| GitHub stars | ★ 32K | ★ 7.8K |
| License | MIT | MIT |
| Written in | Python | JavaScript |
| Last push | 2026-10-06 | 2026-11-04 |
| Forks | ⑂ 3.3K | ⑂ 927 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick Scrapegraph-ai if
- You weight community size — 32K stars and counting
- You want the MIT license terms
- Your stack matches Python
- You value the larger contributor base for long-term maintenance
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 JavaScript
- You evaluated both and firecrawl-mcp-server fits your workflow better
About Scrapegraph-ai
🚀 Looking for an even faster and simpler way to scrape at scale (only 5 lines of code)? Check out our enhanced version at ScrapeGraphAI.com ! 🚀 🕷️ ScrapeGraphAI: You Only Scrape Once English 中文 日本語 한국어 Русский Türkçe Deutsch Español français Português Italiano ScrapeGraphAI is a web scraping python library that uses LLM and direct graph logic to create scraping pipelines for websites and local documents (XML, HTML, JSON, Markdown, etc.). Just say which information you want to extract and the library will do it for you! 🚀 Integrations ScrapeGraphAI offers seamless integration with popular frameworks and tools…
read the full Scrapegraph-ai overview →
About firecrawl-mcp-server
Firecrawl MCP Server A Model Context Protocol (MCP) server that brings Firecrawl to MCP compatible AI agents — search, scrape, and interact with the live web for clean, agent ready context. Big thanks to @vrknetha, @knacklabs for the initial implementation! Features Search the web and get full page content Search an index built for coding agents: GitHub issues, merged pull requests, READMEs, and docs Scrape any URL into clean, structured data Interact with pages — click, navigate, and operate Deep research with autonomous agent Automatic retries and rate limiting Cloud and self hosted support SSE support Play…
read the full firecrawl-mcp-server overview →
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Frequently asked questions
Is Scrapegraph-ai or firecrawl-mcp-server more popular?
Scrapegraph-ai has 32,473 GitHub stars and firecrawl-mcp-server has 7,761. Scrapegraph-ai has the larger community by that measure.
Are Scrapegraph-ai and firecrawl-mcp-server free?
Both are open source. Scrapegraph-ai is licensed under MIT and firecrawl-mcp-server under MIT. Neither carries a licence fee.
What is the difference between Scrapegraph-ai and firecrawl-mcp-server?
Scrapegraph-ai is written in Python and firecrawl-mcp-server in JavaScript. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.
Which should I choose, Scrapegraph-ai or firecrawl-mcp-server?
Choose Scrapegraph-ai if you want the larger community (32,473 stars) or its MIT licence terms. Choose firecrawl-mcp-server if its feature set, stack or MIT licence fits better. Both are self-hostable.