模型上下文协议（MCP）是一种开放协议，能够 LLM应用与外部数据源及工具之间的无缝集成。无论你是在构建一个 AI 驱动的集成开发环境（IDE）、增强聊天界面或创建自定义 AI 工作流程，MCP 提供了一种标准化的方式 将大型语言模型与它们所需的上下文连接起来。

该仓库展示了如何为向量搜索引擎Qdrant创建MCP服务器的示例。

概述

一个官方的模型上下文协议服务器，用于在Qdrant向量搜索引擎中保存和检索记忆。 它作为Qdrant数据库之上的语义存储层。

组成部分

工具

1. qdrant-store

• 在Qdrant数据库中存储部分信息
• 输入：
• information（字符串）：存储信息
• metadata （JSON）：可选存储元数据
• collection_name（字符串）：存储信息的集合名称。如果没有默认集合名称，则此字段为必需。 如果有默认集合名称，该字段不会被启用。
• 退货：确认信息

2. qdrant-find

• 从Qdrant数据库中检索相关信息
• 输入：

mcp-server-qdrant: A Qdrant MCP server

The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you’re building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Overview

An official Model Context Protocol server for keeping and retrieving memories in the Qdrant vector search engine. It acts as a semantic memory layer on top of the Qdrant database.

Components

Tools

1. qdrant-store
   • Store some information in the Qdrant database
   • Input:
     • information (string): Information to store
     • metadata (JSON): Optional metadata to store
     • collection_name (string): Name of the collection to store the information in. This field is required if there are no default collection name. If there is a default collection name, this field is not enabled.
   • Returns: Confirmation message
2. qdrant-find
   • Retrieve relevant information from the Qdrant database
   • Input:
     • query (string): Query to use for searching
     • collection_name (string): Name of the collection to store the information in. This field is required if there are no default collection name. If there is a default collection name, this field is not enabled.
   • Returns: Information stored in the Qdrant database as separate messages

Environment Variables

Configuration is done via environment variables. The only command-line argument is --transport, used to select the transport protocol.

[!NOTE] You cannot provide both QDRANT_URL and QDRANT_LOCAL_PATH at the same time.