Mcp Crawl4ai Rag

The Crawl4AI RAG MCP server enables AI agents and coding assistants to crawl websites using Crawl4AI and store the content in a Supabase vector database for retrieval-augmented generation (RAG). It provides tools for web scraping and knowledge retrieval, supporting advanced RAG strategies including contextual embeddings, hybrid search, agentic RAG, reranking, and knowledge graphs to enhance retrieval quality and reduce hallucinations. The server solves the problem of integrating web crawling with semantic search capabilities, allowing AI agents to leverage real-time web content as external knowledge sources.