Ragmap MCP Server

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.

RAGMap does not:

• Ingest your private documents automatically.
• Host your personal vector database.
• Replace your end-to-end RAG pipeline.

If you need retrieval over your own data, use a retrieval server from RAGMap results (or your own server) that supports your ingest/index flow.

Freshness and ingest

• Hosted RAGMap updates its index on a schedule. Newly published/changed servers may appear with some delay.
• Most users do not run ingest themselves when using the hosted service.
• If you need tighter freshness control or private indexing behavior, self-host and run your own ingest schedule (docs/DEPLOYMENT.md).

Features: Registry-compatible API; semantic + keyword search (when OPENAI_API_KEY is set, e.g. from env or your deployment’s secret manager); categories and ragScore; filter by hasRemote, reachable (probe-checked for streamable-http/SSE), citations, localOnly, transport, minScore, categories. Human browse UI at ragmap-api.web.app/browse — search, filter, copy Cursor/Claude config. MCP tools: rag_find_servers, rag_get_server, rag_list_categories, rag_explain_score.

Quickstart

Requirements: curl and jq

1) Top reachable retrievers (checked within 24h)

curl -s "https://ragmap-api.web.app/rag/top?hasRemote=true&reachable=true&reachableMaxAgeHours=24&serverKind=retriever&limit=25" | jq .

2) Search with trust filter (reachable recently)

curl -s "https://ragmap-api.web.app/rag/search?q=rag&hasRemote=true&reachable=true&reachableMaxAgeHours=24&limit=10" | jq .

3) Get install config for a server

Tip: URL-encode names that contain /.

curl -s "https://ragmap-api.web.app/rag/install?name=ai.filegraph%2Fdocument-processing" | jq .

4) Inspect freshness and coverage

curl -s "https://ragmap-api.web.app/rag/stats" | jq .

5) Usage telemetry summary

curl -s "https://ragmap-api.web.app/api/stats" | jq .

Full overview: docs/OVERVIEW.md
Release history: CHANGELOG.md

Architecture

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flowchart TB
  %% Concept-only diagram (product value; no deployment/framework/datastore details)

  classDef mono fill:#ffffff,stroke:#000000,color:#000000,stroke-width:1px;

  subgraph Inputs[" "]
    direction LR

    subgraph Query["Agent-native interface"]
      direction TB
      Users["Agents + humans"]:::mono
      subgraph Tooling["Tool call"]
        direction LR
        Criteria["Routing constraints<br/>domain, privacy, citations,<br/>freshness, auth, limits"]:::mono
        Tools["MCP tools<br/>rag_find_servers<br/>rag_get_server<br/>rag_list_categories<br/>rag_explain_score"]:::mono
      end
      Users --> Criteria --> Tools
    end

    subgraph Subregistry["Subregistry (read-only)"]
      direction TB
      subgraph Ingest["Ingest"]
        direction LR
        Sources["Upstream MCP registries<br/>(official + optional)"]:::mono
        Sync["Sync + normalize<br/>(stable schema)"]:::mono
        Catalog["Enriched catalog<br/>(servers + versions)"]:::mono
        Sources --> Sync --> Catalog
      end

      subgraph Enrich["Enrich (adds value)"]
        direction LR
        Cap["Structured metadata<br/>domain: docs|code|web|mixed<br/>retrieval: dense|sparse|hybrid (+rerank)<br/>freshness: static|continuous (max lag)<br/>grounding: citations|provenance<br/>privacy/auth: local|remote + req|optional<br/>limits: top_k|rate|max ctx"]:::mono
        Trust["Trust signals (lightweight)<br/>status, reachability,<br/>schema stability, reports"]:::mono
      end

      Catalog --> Cap
      Catalog --> Trust
    end
  end

  subgraph Selection["Selection (the added value)"]
    direction LR
    Router["Router<br/>match + rank + explain"]:::mono
    Ranked["Ranked candidates<br/>+ reasons + connect info"]:::mono
    Retrieval["Chosen retrieval MCP server(s)<br/>(do retrieval)"]:::mono
    Router --> Ranked --> Retrieval
  end

  Tools --> Router
  Catalog --> Router

  %% Keep the layout without adding a third visible "box" around Inputs.
  style Inputs fill:#ffffff,stroke:#ffffff,stroke-width:0px

Monorepo layout

• apps/api: REST API + MCP registry-compatible endpoints + ingestion worker
• apps/mcp-remote: Remote MCP server (Streamable HTTP)
• packages/mcp-local: Local MCP server (stdio)
• packages/shared: Zod schemas + shared types
• docs: docs + Firebase Hosting static assets

Local dev

cp .env.example .env
corepack enable
pnpm -r install
pnpm -r dev

Optional: set OPENAI_API_KEY in .env (see .env.example) to enable semantic search locally; GET /health will show "embeddings": true.

API: http://localhost:3000 MCP remote: http://localhost:4000/mcp

Ingest

curl -X POST http://localhost:3000/internal/ingest/run \
  -H "Content-Type: application/json" \
  -H "X-Ingest-Token: $INGEST_TOKEN" \
  -d '{"mode":"full"}'

MCP usage

Remote (Streamable HTTP):

claude mcp add --transport http ragmap https://<your-mcp-domain>/mcp

Local (stdio, npm):

npx -y @khalidsaidi/ragmap-mcp@latest

Local (stdio):

pnpm -C packages/mcp-local dev

Key endpoints

• GET /embed — embeddable “Search RAG MCP servers” widget (iframe; query params: q, limit)
• GET /health (includes embeddings: true|false when semantic search is on/off)
• GET /readyz
• GET /v0.1/servers
• GET /v0.1/servers/:serverName/versions
• GET /v0.1/servers/:serverName/versions/:version (supports latest)
• GET /rag/search
• GET /rag/top (default sorted recommendations; limit max 50)
• GET /rag/install
• GET /rag/stats
• GET /rag/categories
• GET /api/stats (public usage aggregates; no PII)
• GET /api/usage-graph (HTML chart of usage)
• POST /internal/ingest/run (protected)

For hosted ragmap-api.web.app, /internal/* routes are not exposed publicly.

GET /rag/search query params:

• q (string)
• categories (comma-separated)
• minScore (0-100)
• transport (stdio or streamable-http)
• registryType (string)
• hasRemote (true or false — only servers with a remote endpoint)
• reachable (true — only servers that were recently probe-checked as reachable via streamable-http/SSE)
• reachableMaxAgeHours (optional, only with reachable=true — keep only results checked within N hours)
• citations (true — only servers that mention citations/grounding in metadata)
• localOnly (true — only stdio, no remote)

Smoke tests

API_BASE_URL=https://ragmap-api.web.app ./scripts/smoke-public.sh
MCP_URL=https://ragmap-api.web.app/mcp ./scripts/smoke-mcp.sh

Docs

• docs/DISCOVERY-LINK-CONVENTION.md — optional discoveryService in server.json so clients can show “Discover more”
• docs/AGENT-USAGE.md — for agents: discovery, REST API, MCP install (no human intervention)
• docs/DEPLOYMENT.md
• docs/OVERVIEW.md
• docs/DATA_MODEL.md
• docs/PRIVACY.md
• docs/PUBLISHING.md
• docs/GLAMA-CHECKLIST.md
• docs/GLAMA-DOCKERFILE.md
• scripts/glama-score-status.sh — print public Glama score flags (inspectable/release/usage)