Firecrawl

The open-source RAG platform with built-in citations, deep research, 22+ file formats, partitions, and MCP server.

A low-code MCP framework for building complex and innovative RAG pipelines. Combines visual pipeline design with MCP protocol integration for end-to-end RAG — from data ingestion and chunking to retrieval and generation.

Powerful MCP server providing all-in-one public web access for AI agents with web scraping and structured data extraction.

Code search MCP for Claude Code and coding agents. Makes entire codebases available as context for AI coding assistants using vector-based semantic code search for precise understanding of large projects.