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OpenAI-Redis Conversation System

by Gaya56
GitHub
Python
MIT License
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AI 会话 MCP

一种对话式 AI 系统，将 OpenAI 的 API 与 Upstash Redis 相集成以进行会话存储，利用机器对话协议 (MCP) 架构。

特征

  • 会话管理：使用 Redis 持久存储对话
  • 会话 TTL ：可配置会话的生存时间
  • 对话历史记录：跟踪和管理消息历史记录
  • OpenAI 集成：与 OpenAI 聊天模型无缝集成
  • 工具执行：支持通过 MCP 工具调用 OpenAI 函数

建筑学

该系统由以下主要组件组成：

  • SessionManager ：处理 Redis 中的对话存储
  • OpenAIClient ：管理对 OpenAI 的 API 请求
  • ConversationController ：处理用户消息并管理对话流程
  • MCPToolManager ：处理工具注册和执行

会话管理器

SessionManager类提供了在 Upstash Redis 中存储、检索和管理对话会话的方法。

特征

  • 创建具有唯一 ID 的会话
  • 列出所有可用的会话
  • 获取会话详细信息和对话历史记录
  • 向现有会话添加消息
  • 会话过期时间与 TTL

使用示例

from app.session_manager import SessionManager # Initialize session manager session_manager = SessionManager( redis_url="your_upstash_redis_url", redis_token="your_upstash_redis_token", ttl_days=30 # sessions expire after 30 days ) # Create a new session session = session_manager.create_session("My Conversation") session_id = session["id"] # Add messages session_manager.add_message(session_id, "user", "Hello, AI!") session_manager.add_message(session_id, "assistant", "Hello! How can I help you today?") # Get session details session = session_manager.get_session(session_id) print(f"Session has {len(session['messages'])} messages") # List all sessions sessions = session_manager.list_sessions() for s in sessions: print(f"- {s['name']} (created at: {s['created_at']})")

设置

  1. 使用您的凭据在项目根目录中创建一个.env文件：
UPSTASH_REDIS_URL=your_upstash_redis_url UPSTASH_REDIS_TOKEN=your_upstash_redis_token OPENAI_API_KEY=your_openai_api_key OPENAI_MODEL=gpt-4o SESSION_TTL_DAYS=30
  1. 安装要求：
pip install -r requirements.txt
  1. 运行应用程序：
python main.py

This server cannot be installed

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security - not tested
A
license - permissive license
-
quality - not tested

How are these scores calculated?

一个持久的 AI 对话系统，使用 OpenAI 的 API 与 Upstash Redis 集成进行会话存储，允许用户在多个对话中保持上下文，并支持通过 MCP 架构进行工具集成。

  1. 特征
    1. 建筑学
      1. 会话管理器
        1. 特征
        2. 使用示例
      2. 设置

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