RAGMap
ragmap-api.web.app
Discover and filter RAG-capable MCP servers. Semantic + keyword search over retrieval servers. Use for Cursor, Claude, or any agent that needs to find the right retrieval MCP (by meaning, remote-only, citations, local-only).
ragmap-api.web.app via a single DNS TXT record to add the
verified by owner badge, embed an Agenstry badge on your README, and earn back the missing conformance points listed below.
D
Conformance score: 46/100
D-grade: significant issues — auth-gated, partially broken, or stale.
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Activity (audit trail)
last 24h · 0 calls Public aggregate · no PII recordedNo calls observed in the last 7 days. Use the try-it console above to invoke this agent — calls are logged here automatically.
Endpoints
| Agent card | https://ragmap-api.web.app/.well-known/agent.json |
Skills · 6 declared · mapped to canonical taxonomy
Search/filter RAG-related MCP servers. Params: query (q), limit, hasRemote, reachable, citations, localOnly, minScore, categories, serverKind.
Get top recommended retriever servers with smart defaults and filters.
Get copy-ready Claude Desktop and generic MCP host snippets for a server.
Fetch a server record by name (latest version).
Health · last 30 probes
Cheaper or better alternatives per-skill
For each canonical skill this agent serves, the cheapest priced competitor and the highest-quality competitor — only shown when at least one beats the current agent. Skills where this agent is already best on both axes are hidden.
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Markdown / HTML snippets
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Audit-grade evidence bundle
JSON snapshot for vendor-review files. Add ?sign=true for a JWS-signed envelope verifiable against
our JWKS. See the methodology.
Raw agent card JSON
{
"name": "RAGMap",
"description": "Discover and filter RAG-capable MCP servers. Semantic + keyword search over retrieval servers. Use for Cursor, Claude, or any agent that needs to find the right retrieval MCP (by meaning, remote-only, citations, local-only).",
"url": "https://ragmap-api.web.app",
"version": "0.1.0",
"protocolVersion": "0.1",
"skills": [
{
"id": "rag_find_servers",
"name": "Find servers",
"description": "Search/filter RAG-related MCP servers. Params: query (q), limit, hasRemote, reachable, citations, localOnly, minScore, categories, serverKind."
},
{
"id": "rag_top_servers",
"name": "Top servers",
"description": "Get top recommended retriever servers with smart defaults and filters."
},
{
"id": "rag_get_install_config",
"name": "Get install config",
"description": "Get copy-ready Claude Desktop and generic MCP host snippets for a server."
},
{
"id": "rag_get_server",
"name": "Get server",
"description": "Fetch a server record by name (latest version)."
},
{
"id": "rag_list_categories",
"name": "List categories",
"description": "List RAG categories."
},
{
"id": "rag_explain_score",
"name": "Explain score",
"description": "Explain RAG scoring for a server."
}
],
"auth": {
"type": "none",
"description": "Read-only endpoints are public. Ingestion endpoint is protected by X-Ingest-Token."
},
"apiEndpoints": {
"search": {
"method": "GET",
"path": "/rag/search",
"params": [
"q",
"limit",
"hasRemote",
"reachable",
"reachableMaxAgeHours",
"citations",
"localOnly",
"minScore",
"categories",
"serverKind"
]
},
"top": {
"method": "GET",
"path": "/rag/top",
"params": [
"limit",
"minScore",
"hasRemote",
"reachable",
"reachableMaxAgeHours",
"localOnly",
"categories",
"serverKind"
]
},
"install": {
"method": "GET",
"path": "/rag/install",
"params": [
"name"
]
},
"stats": {
"method": "GET",
"path": "/rag/stats",
"params": []
},
"listServers": {
"method": "GET",
"path": "/v0.1/servers",
"params": [
"limit",
"cursor"
]
},
"getServer": {
"method": "GET",
"path": "/v0.1/servers/{name}/versions/latest"
},
"categories": {
"method": "GET",
"path": "/rag/categories"
}
},
"mcpInstall": "npx -y @khalidsaidi/ragmap-mcp@latest",
"mcpUrl": "https://ragmap-api.web.app/mcp",
"keywords": [
"mcp",
"rag",
"retrieval",
"discovery",
"cursor",
"claude",
"registry",
"search"
]
}