head to head · open source
Scrapegraph-ai vs firecrawl-mcp-server
Scrapegraph-ai has 31,140 GitHub stars, 3,141 forks, 16 open issues and last shipped 13 days ago. firecrawl-mcp-server has 7,489 stars, 891 forks, 136 open issues and last shipped today. Scrapegraph-ai leads on adoption by 316% (31,140 vs 7,489 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 | ★ 31K | ★ 7.5K |
| License | MIT | MIT |
| Written in | Python | JavaScript |
| Last push | 2026-09-07 | 2026-09-20 |
| Forks | ⑂ 3.1K | ⑂ 891 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick Scrapegraph-ai if
- You weight community size — 31K 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
ScrapeGraphAI is an open source Python library for web scraping that combines large language models with direct graph logic to build scraping pipelines. It lives in the Python ecosystem and is distributed under the MIT license, with the reference package published on PyPI as scrapegraphai . Rather than requiring a developer to hand write selectors for every page, the library accepts a natural language prompt describing the information to extract, alongside a source URL or local document, and returns structured results. It is designed around the idea expressed in its own tagline, "You Only Scrape Once," meaning th…
read the full Scrapegraph-ai 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 →
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Frequently asked questions
Is Scrapegraph-ai or firecrawl-mcp-server more popular?
Scrapegraph-ai has 31,140 GitHub stars and firecrawl-mcp-server has 7,489. 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 (31,140 stars) or its MIT licence terms. Choose firecrawl-mcp-server if its feature set, stack or MIT licence fits better. Both are self-hostable.