Qdrant Memory MCP Server

Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.

Local serverstdio

What is the Qdrant Memory MCP Server?

Qdrant Memory is an MCP integration. Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.

Packages and local setup

The published pypi package is qdrant-memory-mcp, version 0.1.1. Its declared MCP transport is stdio.

The package declares QDRANT_URL: Optional remote Qdrant endpoint when configured for server/cloud mode.; QDRANT_API_KEY: Optional Qdrant credential for configured remote storage.; EMBEDDING_API_KEY: Optional credential for the configured embedding provider..

This package has launch arguments in its registry record. Use the maintainer’s configuration for those arguments rather than launching it with only the package name.

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 0.1.1 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 vector search & rag MCP servers for tools that cover the same kind of work.

Configuration

VariableDescriptionRequired
QDRANT_URLOptional remote Qdrant endpoint when configured for server/cloud mode.Check documentation
QDRANT_API_KEYOptional Qdrant credential for configured remote storage.Check documentation
EMBEDDING_API_KEYOptional credential for the configured embedding provider.Check documentation