Firecrawl MCP vs ScrapeGraphAI-scrapegraph-mcp
Firecrawl MCP and ScrapeGraphAI-scrapegraph-mcp are close in benchmark score; choose based on use case and supported integrations. Firecrawl MCP scores 25/100 and ScrapeGraphAI-scrapegraph-mcp scores 25/100.
Comparison
| Attribute | Firecrawl MCP | ScrapeGraphAI-scrapegraph-mcp |
|---|---|---|
| Category | Web Scraping & Crawling | Web Scraping & Crawling |
| GitHub stars | 6,981 | 89 |
| Forks | 808 | 26 |
| License | MIT | MIT |
| Last commit | Jul 17, 2026 | Jul 17, 2026 |
| Supported clients | Claude Desktop, Cursor, VS Code, Windsurf, Cline | — |
| Best for | Crawl and scrape websites | connecting AI assistants to external tools |
| Risk level | High | High |
| Popularity score | 71 | 35 |
| Freshness score | 100 | 100 |
| Maintenance score | 100 | 100 |
| GEO score | 65 | 52 |
| Benchmark score | 25 | 25 |
| Install status | unknown | unknown |
| Startup status | unknown | unknown |
| Capability discovery | skipped missing env | skipped |
| Capabilities | 0 tools / 0 resources / 0 prompts | 0 tools / 0 resources / 0 prompts |
| Docs score | 0 | 0 |
| Config score | 0 | 0 |
| Safety score | 0 | 0 |
| Last tested | Unknown | Jul 13, 2026 |
When to choose Firecrawl MCP
- You want broader GitHub adoption — Firecrawl MCP has 7K stars vs 89.
- You want the more recently maintained option (last commit Jul 17, 2026).
- Your main use case is Crawl and scrape websites.
When to choose ScrapeGraphAI-scrapegraph-mcp
- Your main use case is connecting AI assistants to external tools.
Alternatives to Firecrawl MCP and ScrapeGraphAI-scrapegraph-mcp
- Apify Actors MCP★ 2K · Web Scraping & Crawling
run thousands of prebuilt Apify Actors to scrape and automate the web
- Exa MCP★ 4.7K · Search & Retrieval
search the web and retrieve high-quality, AI-ready results in real time
- apify-mcp-server★ 2K · Web Scraping & Crawling
extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
- pinkpixel-dev-web-scout-mcp★ 130 · Web Scraping & Crawling
search the web and extract clean, readable text from webpages. Process multiple URLs at once to sp…
- oxylabs-oxylabs-mcp★ 100 · Web Scraping & Crawling
fetch and process content from specified URLs using the Oxylabs Web Scraper API
- BadRooBot-test_m★ 0 · Web Scraping & Crawling
send quick greetings, scrape website content, and generate text or images on demand. Perform web s…
Frequently asked questions
What is the difference between Firecrawl MCP and ScrapeGraphAI-scrapegraph-mcp?
Firecrawl MCP is an MCP server that helps AI assistants crawl websites and convert pages into clean markdown or structured data. ScrapeGraphAI-scrapegraph-mcp is an MCP server that helps AI assistants enable language models to perform advanced AI-powered web scraping with enterprise-grade reliabili…. Firecrawl MCP is best for Crawl and scrape websites, while ScrapeGraphAI-scrapegraph-mcp is best for connecting AI assistants to external tools.
Is Firecrawl MCP or ScrapeGraphAI-scrapegraph-mcp more popular on GitHub?
Firecrawl MCP is more popular, with about 7K GitHub stars versus 89.
Which is more actively maintained, Firecrawl MCP or ScrapeGraphAI-scrapegraph-mcp?
Firecrawl MCP's most recent commit was Jul 17, 2026, and ScrapeGraphAI-scrapegraph-mcp's was Jul 17, 2026. More recent activity is a signal of active maintenance.
Are Firecrawl MCP and ScrapeGraphAI-scrapegraph-mcp open source?
Firecrawl MCP is open-source under the MIT license. ScrapeGraphAI-scrapegraph-mcp is open-source under the MIT license.
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