Qdrant MCP Server

uvx mcp-server-qdrant

{
  "mcpServers": {
    "qdrant-mcp": {
      "command": "uvx",
      "args": [
        "mcp-server-qdrant"
      ]
    }
  }
}

This reference server from the Qdrant team offers exactly two tools, store and find, and is meant as a semantic memory rather than a full database client. Text handed to the store tool is embedded and written to a collection with optional metadata; find returns the closest matches to a natural-language question. Both tool descriptions can be rewritten through environment variables, which is how you tell the model what a given collection is for. It talks to a local instance or to Qdrant Cloud, where an API key is added.