Firecrawl MCP Server
mendableai/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.
Research & Data · Developer Tools
WEB-SCRAPING-MCP
MaitreyaM/WEB-SCRAPING-MCP
This project provides an MCP (Model Context Protocol) server that uses the crawl4ai library to perform web scraping and intelligent content extraction tasks.
Install
docker run -it --rm -p 8002:8002 --env-file .env crawl4ai-mcp-server- GitHub stars
- 2
- Author
- @MaitreyaM
- Category
- Research & Data, Developer Tools
- License
- MIT
- Updated
- Oct 6, 2026
About WEB-SCRAPING-MCP
It allows AI agents (like Claude, or agents built with LangChain/LangGraph) to interact with web pages, retrieve content, search for specific text, and perform LLM-based extraction based on natural language instructions.
Features
Exposes MCP tools for web interaction:
Configurable via environment variables (API keys).
Includes Docker configuration (Dockerfile) for easy, self-contained deployment.
Communicates over Server-Sent Events (SSE) on port 8002 by default.
Tools (3)
scrape_url
Scrape a webpage and return its content in Markdown format.
extract_text_by_query
Extract relevant text snippets from a webpage that contain a specific search query.
smart_extract
Intelligently extract specific information from a webpage using the configured LLM (currently requires Google Gemini API key) based on a natural language…
Details on this page are taken from the project's README. Open README
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