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📊 Intel view 📋 Audit JSON 🔄 Changelog
71
A2A A2A 0.1 v0.1.0

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).

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Trust score
46/100
grade D · 9 criteria
Uptime
100.0%
45 probes
Revenue · 30d
no payment wallet declared
Usage · 7d
0
no recent activity
Card drift · 7d
stable
0 snapshots tracked
Owner
unverified
claim this listing →
D
Conformance score: 46/100
D-grade: significant issues — auth-gated, partially broken, or stale.
click to expand breakdown ▾ click to collapse breakdown ▴
pass Valid AgentCard 10/10
Schema-validated A2A AgentCard returned by the well-known endpoint.
fail Live JSON-RPC 5/25
Endpoint replies but body isn't a valid JSON-RPC 2.0 A2A response.
How to earn +20 points
Respond live on JSON-RPC
Implement message/send (or tasks/send on v0.x). Return a 200 with a valid JSON-RPC response. Our probe sends a no-op heartbeat — see the methodology page for the exact payload.
Docs →
partial Protocol version 2/10
Declares unrecognised version '0.1'.
How to earn +8 points
Declare protocolVersion
Add `"protocolVersion": "1.0"` to the AgentCard root. Without it, callers can't negotiate v0.x vs v1.0 compatibility.
Docs →
info JWS signature 0/10
Card is unsigned (most published agents are).
pass Uptime track record 15/15
45/45 probes succeeded (100% uptime).
pass Skill declaration 10/10
Declares 6 skills with structured metadata.
fail Verified Identity 0/10
No provider organisation declared. Anonymous agent.
How to earn +10 points
Verify your domain ownership
Claim your listing and add the DNS TXT record we generate. Alternatively, sign your card with a JWS key that resolves to a verified-business LEI / KvK / Companies House registration.
Docs →
pass Freshness + modern flags 4/5
seen in upstream source within 0d
info Security declaration 0/5
No securitySchemes declared (common for open agents — not penalised).

Activity (audit trail)

last 24h · 0 calls Public aggregate · no PII recorded

No calls observed in the last 7 days. Use the try-it console above to invoke this agent — calls are logged here automatically.

Uptime
100.0%
45 probes
Response
256ms
last probe
Skills
6
declared
Streaming
SSE-capable

Endpoints

Agent cardhttps://ragmap-api.web.app/.well-known/agent.json
Discovered via
github_code recrawl_hot registry

Skills · 6 declared · mapped to canonical taxonomy

Find servers

Search/filter RAG-related MCP servers. Params: query (q), limit, hasRemote, reachable, citations, localOnly, minScore, categories, serverKind.

canonical Parts and Components Lookup match 82%
Top servers

Get top recommended retriever servers with smart defaults and filters.

canonical Pet Boarding and Daycare match 84%
Get install config

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

canonical Documentation Generation match 81%
Get server

Fetch a server record by name (latest version).

canonical Retrieval Augmented Generation match 83%
List categories

List RAG categories.

canonical Tabular Text match 84%
Explain score

Explain RAG scoring for a server.

canonical Data Engineering match 81%

Health · last 30 probes

When HTTP Live JSON-RPC Latency
2026-05-22 19:35:12 200 256ms
2026-05-22 12:00:33 200 306ms
2026-05-22 05:39:18 200 149ms
2026-05-22 00:18:28 200 152ms
2026-05-20 17:54:21 200 165ms
2026-05-20 16:50:42 200 157ms
2026-05-20 15:36:17 200 172ms
2026-05-20 12:47:16 200 170ms
2026-05-20 11:17:35 200 188ms
2026-05-20 09:20:04 200 161ms

Cheaper or better alternatives per-skill

↑ 5 higher quality

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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Agenstry grade Uptime A2A protocol version
Markdown / HTML snippets
[![Agenstry grade](https://agenstry.com/badge/ragmap-api.web.app.svg)](https://agenstry.com/agents/ragmap-api.web.app)
[![Verified Business](https://agenstry.com/badge/ragmap-api.web.app/identity.svg)](https://agenstry.com/agents/ragmap-api.web.app)
[![Uptime](https://agenstry.com/badge/ragmap-api.web.app/uptime.svg)](https://agenstry.com/agents/ragmap-api.web.app)
[![A2A version](https://agenstry.com/badge/ragmap-api.web.app/protocol.svg)](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.

audit.json audit.json (JWS-signed) verification history
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"
  ]
}