RAGMap (RAG MCP Registry Finder)
Try it: https://ragmap-api.web.app/browse/ Start here: https://github.com/khalidsaidi/ragmap/discussions/17
RAGMap is a lightweight MCP Registry-compatible subregistry + MCP server focused on RAG-related MCP servers.
It:
- Ingests the official MCP Registry, enriches records for RAG use-cases, and serves a subregistry API.
- Exposes an MCP server (remote Streamable HTTP + local stdio) so agents can search/filter RAG MCP servers.
MapRag (RAGMap)
MapRag is a discovery + routing layer for retrieval. It helps agents and humans answer: which retrieval MCP server should I use for this task, given my constraints?
RAGMap does not do retrieval itself. It indexes and enriches retrieval-capable servers, then routes you to the right tool/server.
What you get after install (plain English)
- You get discovery/routing tools (
rag_find_servers,rag_get_server,rag_list_categories,rag_explain_score). - RAGMap helps you find the best retrieval server for your task and constraints.
- Your agent then connects to that chosen server to do the actual retrieval.






