Qdrant MCP Server

@davidwynter

代码仓库

基本信息

分类

数据库

传输方式

stdio

作者

davidwynter

关于 Qdrant MCP Server

A simple MCP server to access Qdrant

#qdrant #mcpserver #fastapi

Qdrant MCP Server 配置

使用下面的配置,将此服务器添加到你的 MCP 客户端。

{
  "mcpServers": {
    "qdrant_mcpserver": {
      "command": "python",
      "args": [
        "-m",
        "qdrant_mcpserver.main",
        "--server-type",
        "fastmcp"
      ]
    }
  }
}

Qdrant MCP Server 工具

工具列表暂未提供

当前收录暂时没有可展示的工具列表，不代表服务没有工具。请查阅项目文档了解支持的能力。

工具是从 README 中自动提取的。维护者可以在 ## Tools 标题下列出工具,即可填充这部分内容。

概览

What is Qdrant MCP Server?

A dual-protocol server that provides both FastAPI and FastMCP clients for accessing Qdrant knowledge graph operations. It is designed for developers who need to interact with Qdrant vector databases using either REST APIs or the Model Context Protocol.

How to use Qdrant MCP Server?

Install dependencies with Poetry after cloning the repository. Configure environment variables (QDRANT_URL, OPENAI_API_KEY, etc.). Run the server using python -m qdrant_mcpserver.main with an optional --server-type argument to choose between FastAPI (default: FastMCP). Both servers expose the same endpoints.

Key features of Qdrant MCP Server?

Flexible server selection via CLI argument
Shared configuration and Qdrant client
Consistent endpoints across both protocols
Poetry for dependency management
Environment variable configuration
Production-ready build and deployment instructions

Use cases of Qdrant MCP Server?

Upserting knowledge graph nodes into Qdrant
Performing semantic vector search across nodes
Deleting nodes by their IDs
Running health checks on the server

常见问题

What dependencies are required?

The server requires a running Qdrant instance (URL and optional API key), an OpenAI API key for embedding generation, and Python with Poetry for installation.

How do I choose between FastAPI and FastMCP?

Use the `--server-type` argument when running `main.py`. Accepted values are `fastapi` or `fastmcp`; FastMCP is the default.

What ports are used by default?

FastAPI runs on port 8000 by default; FastMCP runs on port 8080. Both are configurable via the `PORT` and `MCP_PORT` environment variables.

Are the API endpoints the same for both servers?

Yes. Both the FastAPI and FastMCP servers expose identical endpoints: `POST /nodes/upsert`, `POST /nodes/search`, `DELETE /nodes`, and `GET /health`.

数据库分类下的更多 MCP 服务器

MCP DB Wizard

srmadscience

Oracle MCP server with no run-sql tool: It generates tools for each of the PL/SQL procedures, tables and approved SQL you choose. The server doesn't expose a SQL prompt, and can't reveal how it's connected to Oracle.

golfdata.online - Verified Golf Clubs

golfdata.online

Verified golf club data for AI agents: holes, par, address, phone, booking links, facilities, visitor rules and green fees for golf clubs in Spain (Canary Islands and mainland), expanding across Europe. Every fact comes