Qdrant MCP Server

Stabledatabase

★290 starsPythonqdrant

About

Overview

The Qdrant MCP Server provides tools for interacting with Qdrant vector databases. AI agents can create collections, upsert points with vectors and payloads, perform similarity searches with filtering, and manage collection configurations. Supports both local and cloud Qdrant deployments.

Capabilities

Tools & Capabilities

⚡store

Store information with a description that will be embedded for retrieval

⚡find

Find stored information using semantic search

Setup

Installation

bash

Install

pip install mcp-server-qdrant

Examples

Example Usage

javascript

Usage

{
  "mcpServers": {
    "qdrant": {
      "command": "python",
      "args": ["-m", "mcp_server_qdrant"],
      "env": {
        "QDRANT_URL": "http://localhost:6333",
        "COLLECTION_NAME": "my-collection"
      }
    }
  }
}

Quick Info

Authorqdrant

LanguagePython

StatusStable

Stars★ 290

Last UpdatedFeb 12, 2026