RAGMap

khalidsaidi/ragmap

Think of this as a routing layer for retrieval tools. It indexes RAG-focused MCP servers from the official registry, enriches them with metadata like domain (docs, code, web), retrieval method (dense, sparse, hybrid), and reachability status, then helps you pick the right one. You get four MCP tools: rag_find_servers for search and filtering, rag_get_server for details, rag_list_categories, and rag_explain_score. It doesn't do retrieval itself. Instead, it answers "which retrieval server should I use?" based on constraints like citations support, privacy requirements, or freshness. The hosted API at ragmap-api.web.app runs probes to verify streamable-http endpoints are actually reachable, and supports semantic search when OpenAI embedding is configured. Useful when you're building a RAG pipeline and need to discover or programmatically select from dozens of retrieval options.

GitHub stars: 6
tools: 6
transport: STDIO
last updated: Nov 2, 2026

View on GitHub

Install

From registry metadata

$ npx add-mcp @khalidsaidi/ragmap-mcp --name ragmap

Run in your terminal. add-mcp asks which agents to add it to (Claude Code, Codex, Cursor and more). Add -g to install it for every project.

Review the command, arguments and environment values before installing. MCP servers run with your local permissions.

Other ways

Claude Code

$ claude mcp add ragmap -- npx -y @khalidsaidi/ragmap-mcp

Run in your terminal. Replace YOUR_* placeholders with real values; add --scope user to install for every project.

Tools

Verified live · 6 tools

Verified live against the running server on Jun 10, 2026.

rag_find_serversSearch/filter RAG-related MCP servers from the RAGMap subregistry.12 params

Search/filter RAG-related MCP servers from the RAGMap subregistry.

Parameters* required

categoriesarray

citationsboolean

hasRemoteboolean

limitinteger

localOnlyboolean

minScoreinteger

querystring

reachableboolean

reachableMaxAgeHoursinteger

registryTypestring

serverKindstring

one of retriever · evaluator · indexer · router · other

transportstring

one of stdio · streamable-http

rag_top_serversGet top recommended retriever MCP servers with smart defaults.8 params

Get top recommended retriever MCP servers with smart defaults.

Parameters* required

categoriesarray

hasRemoteboolean

limitinteger

localOnlyboolean

minScoreinteger

reachableboolean

reachableMaxAgeHoursinteger

serverKindstring

one of retriever · evaluator · indexer · router · other

rag_get_serverFetch a server record by name (latest version).1 params

Fetch a server record by name (latest version).

Parameters* required

name*string

rag_list_categoriesList all RAG categories known to RAGMap.

List all RAG categories known to RAGMap.

No parameters. Call it with no arguments.

rag_explain_scoreExplain RAGMap scoring for a server.1 params

Explain RAGMap scoring for a server.

Parameters* required

name*string

rag_get_install_configGet copy-ready Claude Desktop and generic MCP host config for a server.1 params

Get copy-ready Claude Desktop and generic MCP host config for a server.

Parameters* required

name*string

Readme

RAGMap

Find a retrieval MCP server that works today.

RAGMap is a list of remote MCP servers that search a body of knowledge: the web, documentation, papers, laws, a domain. Every day it takes the official MCP Registry, connects to each candidate server with no API key, lists its tools, and keeps only the ones that answer and really do retrieval.

Use it as an MCP server so your agent can ask "who knows about X?", or just read the list below.

Use it from an agent

npx -y @khalidsaidi/ragmap-mcp@latest

Claude Code:

claude mcp add ragmap -- npx -y @khalidsaidi/ragmap-mcp@latest

Any MCP client:

{
  "mcpServers": {
    "ragmap": { "command": "npx", "args": ["-y", "@khalidsaidi/ragmap-mcp@latest"] }
  }
}

Tools:

ragmap_find: servers that know about what you need, e.g. { "need": "EU cosmetics regulation" }.
ragmap_get: one server by registry name.
ragmap_install: copy-paste config to connect a server.

The package reads the latest list from this repo and falls back to the copy it ships with when offline.

How a server gets listed

View the full README on GitHub

Details

Repository: github.com/khalidsaidi/ragmap
Website: github.com/khalidsaidi/ragmap
Categories: Documents & Knowledge, Search & Web Crawling
Package: @khalidsaidi/ragmap-mcp
Transport: STDIO
Registry: MCP registry, active
Tools verified: Jun 10, 2026

RAGMap

Install

Tools

Readme

RAGMap

Use it from an agent

How a server gets listed

Details

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