GStars
    firecrawl

    firecrawl/firecrawl-mcp-server

    Official Firecrawl MCP server, the context API for AI agents: search, scrape, and interact with the web, plus parse, crawl, map, Agent and Monitor, from any MCP client.

    automation
    batch-processing
    claude
    content-extraction
    data-collection
    firecrawl
    JavaScript
    MIT
    7.8K stars
    929 forks
    43 GitHub watchers
    Updated Nov 9, 2026
    View on GitHub

    Build with Backblaze B2

    SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.

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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    1 release in the last 90 days, the latest 6 days ago, with 36 contributors on GitHub.

    Peaked at #54 in the weekly ranking the week of Mar 15, its best in the past year.

    Use Cases & Benefits

    • Implements a Model Context Protocol server that enables advanced web scraping, crawling, searching, and content extraction for LLM clients.
    • Provides automatic rate limiting, retries with exponential backoff, batch processing, and credit usage monitoring for reliable and efficient data collection.
    • Use for integrating web scraping capabilities into LLM-powered applications like Cursor or Claude to fetch and analyze web content dynamically.
    • Use for conducting deep research by batch scraping multiple URLs with automatic error handling and parallel processing to gather large datasets.
    • Use for extracting structured data from web pages using customizable schemas and LLM-based extraction for precise information retrieval.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    MIT

    Permissive: commercial use, modification and redistribution are allowed with attribution.

    Community files

    • README: present

    Watch-outs

    No watch-outs from GStars' checks.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    A Model Context Protocol (MCP) server implementation that integrates with Firecrawl for web scraping capabilities.

    Big thanks to @vrknetha, @knacklabs for the initial implementation!

    Play around with our MCP Server on MCP.so's playground or on Klavis AI.

    Excerpt from the firecrawl/firecrawl-mcp-server README on GitHub (MIT license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Forks

    929+81

    Open issues

    196+47

    Compared with peers in Automation

    Fastest-growing repositories GStars tracks in this cohort for the week of Nov 8, by 7-day star growth

    View category →
    firecrawl/firecrawl-mcp-server compared with Automation repositories by stars, 7-day star growth, health score and last release
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    D4Vinci/Scrapling101.1K+6.3K756 days ago
    harry0703/MoneyPrinterTurbo142.0K+3.8K753 days ago
    superplanehq/superplane9.8K+1.0K7513 days ago
    gosom/google-maps-scraper7.9K+622752 days ago
    firecrawl/firecrawl-mcp-server7.8K—556 days ago
    Category median21.4K+3.8K75—
    Compare firecrawl-mcp-server with agent-desktop, Scrapling, MoneyPrinterTurbo →

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