Ragdocs

Ragdocs is an open-source MCP server that enables fast retrieval and processing of documentation using vector search. It empowers AI assistants and tools to augment responses with contextually relevant documentation by providing features like semantic search, documentation indexing and removal, and process queue management. Designed for developers and organizations wanting to build context-aware and documentation-rich AI assistants or knowledge tools, Ragdocs integrates with vector databases like Qdrant and uses OpenAI for embeddings.