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MCP Server

by ningwenjie
GitHub
Python
3
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MCP服务器项目说明

项目概述

MCP（多功能计算平台）服务器是一个功能强大的后端服务，支持文件访问、数据库连接、API集成和向量数据库访问等多种功能。本项目专为与通义千问(Qwen)等大型语言模型集成而设计，提供了完整的Docker部署配置和通义千问调用示例。

项目结构

mcp_server/ ├── src/ # 源代码目录 │ ├── __init__.py # 初始化模块 │ ├── config.py # 配置管理 │ ├── server.py # 服务器主类 │ └── modules/ # 功能模块 │ ├── __init__.py # 模块注册 │ ├── file_module.py # 文件访问模块 │ ├── database_module.py # 数据库连接模块 │ ├── api_module.py # API集成模块 │ └── vector_module.py # 向量数据库模块 ├── docker/ # Docker配置 │ ├── Dockerfile # Docker镜像配置 │ └── docker-compose.yml # Docker Compose配置 ├── examples/ # 示例代码 │ ├── qwen_client.py # 通义千问客户端库 │ └── qwen_example.py # 通义千问使用示例 ├── docs/ # 文档 │ ├── user_guide.md # 用户指南 │ ├── api_docs.md # API文档 │ └── qwen_examples.md # 通义千问示例说明 ├── test_server.py # 服务器测试脚本 ├── test_qwen_client.py # 通义千问客户端测试脚本 ├── main.py # 主入口文件 └── requirements.txt # 依赖列表

功能特性

  • 文件访问：上传、下载、列表和删除文件
  • 数据库连接：MongoDB集成，支持文档的增删改查
  • API集成：支持调用外部API服务
  • 向量数据库：支持向量存储和相似度搜索
  • Docker部署：完整的Docker配置，支持一键部署
  • 通义千问集成：提供通义千问调用MCP服务器的客户端和示例

快速开始

安装

  1. 克隆项目代码：
git clone https://github.com/ningwenjie/mcp_server cd mcp_server
  1. 使用Docker Compose启动服务：
docker-compose -f docker/docker-compose.yml up -d
  1. 验证服务是否正常运行：
curl http://localhost:8000/health

使用通义千问客户端

from examples.qwen_client import QwenMCPClient # 初始化客户端 client = QwenMCPClient("http://localhost:8000") # 上传文件 file_info = client.upload_file("example.txt") # 存储向量 vector = [0.1, 0.2, 0.3] * 512 # 1536维向量 metadata = {"text": "这是一个示例文本", "source": "通义千问"} vector_info = client.store_vector("qwen_embeddings", vector, metadata) # 搜索向量 query_vector = [0.15, 0.25, 0.35] * 512 search_results = client.search_vector("qwen_embeddings", query_vector, top_k=3)

文档

详细文档请参阅：

测试

运行服务器测试：

python test_server.py

运行通义千问客户端测试：

python test_qwen_client.py

依赖

  • Python 3.10+
  • FastAPI
  • Uvicorn
  • PyMongo
  • FAISS
  • Docker (用于部署)

详细依赖列表请参阅 requirements.txt。

许可证

MIT License

This server cannot be installed

-
security - not tested
F
license - not found
-
quality - not tested

How are these scores calculated?

hybrid server

The server is able to function both locally and remotely, depending on the configuration or use case.

A multi-functional computing platform server designed to integrate with large language models like Qwen, providing file access, database connections, API integration, and vector database functionality.

  1. 项目概述
    1. 项目结构
      1. 功能特性
        1. 快速开始
          1. 安装
          2. 使用通义千问客户端
        2. 文档
          1. 测试
            1. 依赖
              1. 许可证

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