Web Crawler + RAG Context via MCP

Published: 29/June/2025 Views: 100

What is Firecrawl MCP Server?

The Firecrawl MCP Server by MendableAI integrates Firecrawl with the Model Context Protocol, allowing Claude and other MCP-enabled clients to crawl websites, extract content, and provide up-to-date answers. This server is ideal for Retrieval-Augmented Generation (RAG) pipelines that need live web data ingestion via a clean MCP tool interface.

Key Features of Firecrawl MCP Server

  • Crawls and scrapes any public website via Firecrawl API
  • Wraps crawl tools inside an MCP-compliant server
  • Enables Claude to pull real-time content from specified URLs
  • Designed for fast setup with minimal code changes
  • Ideal for RAG, QA bots, and contextual assistants that need web content

Installation:

Clone and run the server using Python:

git clone https://github.com/mendableai/firecrawl-mcp-server
cd firecrawl-mcp-server
pip install -r requirements.txt
python main.py

Configure your FIRECRAWL_API_KEY in the environment before starting.