Server data from the Official MCP Registry
Discover and recommend retriever MCP servers. Includes top picks and install config tools.
Discover and recommend retriever MCP servers. Includes top picks and install config tools.
Remote endpoints: streamable-http: https://ragmap-api.web.app/mcp
Valid MCP server (4 strong, 4 medium validity signals). No known CVEs in dependencies. ⚠️ Package registry links to a different repository than scanned source. Imported from the Official MCP Registry. 1 finding(s) downgraded by scanner intelligence.
6 tools verified · Open access · 1 issue found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
This plugin requests these system permissions. Most are normal for its category.
Available as Local & Remote
This plugin can run on your machine or connect to a hosted endpoint. during install.
From the project's GitHub README.
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:
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.
rag_find_servers, rag_get_server, rag_list_categories, rag_explain_score).RAGMap does not:
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.
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.
Requirements:
curlandjq
curl -s "https://ragmap-api.web.app/rag/top?hasRemote=true&reachable=true&reachableMaxAgeHours=24&serverKind=retriever&limit=25" | jq .
curl -s "https://ragmap-api.web.app/rag/search?q=rag&hasRemote=true&reachable=true&reachableMaxAgeHours=24&limit=10" | jq .
Tip: URL-encode names that contain /.
curl -s "https://ragmap-api.web.app/rag/install?name=ai.filegraph%2Fdocument-processing" | jq .
curl -s "https://ragmap-api.web.app/rag/stats" | jq .
curl -s "https://ragmap-api.web.app/api/stats" | jq .
Full overview: docs/OVERVIEW.md
Release history: CHANGELOG.md

%%{init: {"theme":"base","themeVariables":{"primaryColor":"#ffffff","primaryTextColor":"#000000","primaryBorderColor":"#000000","lineColor":"#000000","secondaryColor":"#ffffff","tertiaryColor":"#ffffff","clusterBkg":"#ffffff","clusterBorder":"#000000","edgeLabelBackground":"#ffffff"},"flowchart":{"curve":"linear","nodeSpacing":75,"rankSpacing":70}}}%%
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
apps/api: REST API + MCP registry-compatible endpoints + ingestion workerapps/mcp-remote: Remote MCP server (Streamable HTTP)packages/mcp-local: Local MCP server (stdio)packages/shared: Zod schemas + shared typesdocs: docs + Firebase Hosting static assetscp .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
curl -X POST http://localhost:3000/internal/ingest/run \
-H "Content-Type: application/json" \
-H "X-Ingest-Token: $INGEST_TOKEN" \
-d '{"mode":"full"}'
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
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 /readyzGET /v0.1/serversGET /v0.1/servers/:serverName/versionsGET /v0.1/servers/:serverName/versions/:version (supports latest)GET /rag/searchGET /rag/top (default sorted recommendations; limit max 50)GET /rag/installGET /rag/statsGET /rag/categoriesGET /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)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/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.mddocs/OVERVIEW.mddocs/DATA_MODEL.mddocs/PRIVACY.mddocs/PUBLISHING.mddocs/GLAMA-CHECKLIST.mddocs/GLAMA-DOCKERFILE.mdscripts/glama-score-status.sh — print public Glama score flags (inspectable/release/usage)Be the first to review this server!
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