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时间-MCP

一个最小代理 AI 系统,使用工具增强的 LLM 管道回答与时间相关和一般的问题。

特征

  • Flask API :提供当前时间戳。

  • MCP 代理服务器:推理代理,可检测用户意图、调用工具(如时间 API)、工程师提示并通过 OpenRouter(与 OpenAI 兼容的 API)与 LLM 交互。

  • Streamlit UI :与 AI 代理对话的简单聊天界面。


Related MCP server: MCP: Multi-Agent Control Point

设置

1. 克隆并安装依赖项

pip install -r requirements.txt

2.环境变量

设置您的 OpenRouter API 密钥(从https://openrouter.ai获取):

export OPENROUTER_API_KEY=sk-...your-key...

3. 运行服务器

打开三个终端(或使用后台进程):

终端 1:Flask Time API

python flask_api.py

终端2:MCP代理服务器

python mcp_server.py

3号航站楼:Streamlit UI

streamlit run streamlit_ui.py

Streamlit UI 将在您的浏览器中打开(默认值: http://localhost:8501


用法

  • 在 Streamlit UI 中向代理询问任何问题。

  • 如果您询问时间(例如,“现在几点了?”),代理将调用 Flask API,获取当前时间,并使用 LLM 制作漂亮、自然的响应。

  • 对于其他问题,代理人将仅使用 LLM 来回答。


建筑学

[Streamlit UI] → [MCP Agent Server] → [Tools (e.g., Time API)]
                            ↓
                        [LLM via OpenRouter]
  • MCP 代理检测意图,根据需要调用工具,工程师提示,并将其发送给 LLM。

  • 可轻松扩展以添加更多工具(只需添加到 MCPAgent 类)。


定制

  • 添加更多工具:在MCPAgent中实现新方法并更新self.tools

  • 改进意图检测:扩展MCPAgent中的detect_intent()

  • 更改 LLM 模型:更新call_llm()中的model字段。


要求

  • Python 3.7+

  • 请参阅requirements.txt了解依赖项。


致谢

  • 使用 Flask、Streamlit、OpenRouter 和 Python 构建。

  • 受到代理 LLM 设计模式的启发。

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