Qdrant MCP Server

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

Local serverstdio

What is the Qdrant MCP Server?

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

Packages and local setup

The published pypi package is mcp-qdrant, version 1.0.1. Its declared MCP transport is stdio.

The package declares QDRANT_URL: Qdrant server URL, e.g. http://localhost:6333 (mutually exclusive with QDRANT_LOCAL_PATH); QDRANT_API_KEY: Qdrant API key, if your instance requires one; QDRANT_LOCAL_PATH: Path to an embedded Qdrant instance, instead of a URL; QDRANT_MCP_TOOLSETS: Comma-separated toolsets to enable: core, search, payload, snapshots, observability; QDRANT_MCP_READ_ONLY: Block every tool not marked read-only.

Before connecting

Check the maintainer’s instructions for account access, authentication and the supported client configuration. Once connected, inspect the tools your client receives and try a small task that matches the server’s stated purpose. The registry description does not include a verified, complete tool list.

Project and source

View the publisher’s registry entry · Project repository. This profile uses version 1.0.1 from the registry. Registration identifies the publisher namespace; it does not establish that this is a first-party integration for every service it connects.

Browse related databases MCP servers for tools that cover the same kind of work.

Configuration

VariableDescriptionRequired
QDRANT_URLQdrant server URL, e.g. http://localhost:6333 (mutually exclusive with QDRANT_LOCAL_PATH)Optional
QDRANT_API_KEYQdrant API key, if your instance requires oneOptional
QDRANT_LOCAL_PATHPath to an embedded Qdrant instance, instead of a URLOptional
QDRANT_MCP_TOOLSETSComma-separated toolsets to enable: core, search, payload, snapshots, observabilityOptional
QDRANT_MCP_READ_ONLYBlock every tool not marked read-onlyOptional