{
  "name": "io.github.qdrant/mcp-server-qdrant",
  "description": "The Qdrant MCP exposes Qdrant's collection management and search primitives. Open-source under Apache 2.0, runs locally via Docker or as a managed service, with strong support for filtering on metadata payloads alongside vector similarity.",
  "status": "active",
  "version": "latest",
  "_meta": {
    "com.top-mcps/lastVerified": "2026-05-26",
    "com.top-mcps/score": {
      "value": 84,
      "rubricVersion": "2026-04",
      "lastComputed": "2026-05-26T10:50:23.738Z",
      "methodology": "https://top-mcps.com/about/methodology"
    },
    "com.top-mcps/stats": {
      "fetchedAt": "2026-05-26T10:50:23.189Z",
      "githubStars": 1410,
      "lastCommitAt": "2026-05-20T08:24:05Z"
    }
  },
  "repository": {
    "url": "https://github.com/qdrant/mcp-server-qdrant",
    "source": "github"
  },
  "author": {
    "name": "Qdrant"
  },
  "packages": [
    {
      "registryType": "pypi",
      "registryBaseUrl": "https://pypi.org",
      "identifier": "mcp-server-qdrant",
      "version": "latest",
      "transport": {
        "type": "stdio"
      },
      "environmentVariables": [
        {
          "name": "QDRANT_URL",
          "description": "QDRANT_URL — required credential for Qdrant.",
          "isRequired": true,
          "isSecret": true
        },
        {
          "name": "QDRANT_API_KEY",
          "description": "QDRANT_API_KEY — required credential for Qdrant.",
          "isRequired": true,
          "isSecret": true
        }
      ]
    }
  ],
  "capabilities": {
    "security": {
      "scope": "read-write",
      "sandbox": "Local mode has no auth by default — protect via network policy. Cloud mode uses API keys.",
      "gotchas": [
        "Local default port (6333) is bound to 0.0.0.0 in some Docker setups — bind to localhost explicitly.",
        "No multi-tenant primitives in OSS — separate by collection."
      ]
    }
  },
  "_links": {
    "html": "https://top-mcps.com/mcp/qdrant",
    "markdown": "https://top-mcps.com/mcp/qdrant.md",
    "methodology": "https://top-mcps.com/about/methodology"
  }
}