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mcp/harbor
Gemini CLI

Qdrant MCP for Gemini CLI

io.github.avaazquezz/mcp-qdrant

MCP server that wraps the Qdrant vector database API as tools.

client:Gemini CLI transport:stdio runtime:pypi

Install Qdrant MCP in Gemini CLI

~/.gemini/settings.json · windows: %USERPROFILE%\.gemini\settings.json

Held in this page only — never stored, logged, or sent anywhere but back to your screen. 

{
  "mcpServers": {
    "mcp-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-qdrant"
      ],
      "env": {
        "QDRANT_URL": "<QDRANT_URL>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<QDRANT_MCP_READ_ONLY>"
      }
    }
  }
}

Gemini expands $VAR and ${VAR} inside env values, so a secret can live in your shell rather than this file. Gemini CLI docs

Qdrant MCP in other clients

Qdrant MCP MCP server