RAGMap
ragmap-api.web.app
Discover and filter RAG-capable MCP servers. Semantic + keyword search over retrieval servers with reachability freshness and install metadata.
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.
Raw error
HTTP 404
F
Conformance score: 39/100
F-grade: card is reachable but fails most operational signals.
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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-card.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.
Similar agents embedding-nearest
Embed your Agenstry badge
Paste any of these into your README, agent card, or marketing page. Each badge auto-updates and links back to this page.
Markdown / HTML snippets
[](https://agenstry.com/agents/ragmap-api.web.app) [](https://agenstry.com/agents/ragmap-api.web.app) [](https://agenstry.com/agents/ragmap-api.web.app) [](https://agenstry.com/agents/ragmap-api.web.app)
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 with reachability freshness and install metadata.",
"url": "https://ragmap-api.web.app",
"version": "1.0.1",
"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"
],
"related": [
{
"name": "A2ABench",
"url": "https://a2abench-api.web.app",
"agent_card_url": "https://a2abench-api.web.app/.well-known/agent.json",
"description": "Public benchmark for agent Q&A performance."
},
{
"name": "Rootfetch",
"url": "https://rootfetch.com",
"agent_card_url": "https://rootfetch.com/.well-known/agent.json",
"description": "DNS delegation intelligence with MCP telemetry."
},
{
"name": "Agentability",
"url": "https://agentability.org",
"agent_card_url": "https://agentability.org/.well-known/agent.json",
"description": "Agent-readiness audit and evidence-backed report publishing."
},
{
"name": "RelayOrb",
"url": "https://relayorb.com",
"agent_card_url": "https://relayorb.com/.well-known/agent.json",
"description": "Tool control plane for AI agents with contract-first routing."
},
{
"name": "AIStatusDashboard",
"url": "https://aistatusdashboard.com",
"agent_card_url": "https://aistatusdashboard.com/.well-known/agent.json",
"description": "Real-time AI provider status monitoring with evidence-backed metrics."
}
]
}