目：Qianyuan AI Agentic Framework
一个用 C# .NET 10 写的 Agentic 框架，参考 ReAct 范式，支持渐进式技能 (Skill) 加载、
多家大模型 Provider、MCP Server、图像识别、流式 WebAPI、React WebUI、钉钉集成。
欢迎大家 Star 支持
https://github.com/zhouguoqing/QianYuan.AIAgenticFramework

特性
维度 实现
语言 / 平台 C# 13 / .NET 10
Agent 模式 ReAct (Thought-Action-Observation) 循环；Agent-as-Tool 嵌套调用
Skill 体系 抽象 ISkill + SkillManager 渐进式加载；按用户意图打分挑选 topK
Markdown Skill 从指定目录递归加载业界常见 Skill.md / SKILL.md，将 frontmatter 映射为 Skill 清单，正文作为激活后的系统提示
模型 Provider OpenAI 兼容 (GPT/Kimi/MiniMax/Qwen-compat/DeepSeek/OpenRouter/NEWAPI)、Azure OpenAI、Anthropic Claude、Google Gemini、Qwen DashScope 原生
多模态 文本 + 图像 (URL / base64) + 工具调用
流式输出 SSE (/api/chat/stream) + SignalR Hub (/hubs/chat)
Web 搜索 DuckDuckGo (免 Key) / Tavily / Bing / Brave
Vision 技能 image_describe 工具，路由到任意支持视觉的 Provider
MCP JSON-RPC 2.0 Client (stdio) + Server (HTTP/SSE + 把本地 Skill 暴露给外部)
Agent 注册 IAgentRegistry，Agent 之间可互相调用 (agent. 工具)
WebUI React 19 + Vite + TS，SSE 流式渲染、Markdown、图片粘贴
钉钉 自定义机器人签名校验 + 分段 Markdown 卡片更新
项目结构
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QianYuan.AgenticFramework/
├── QianYuan.AgenticFramework.sln
├── nuget.config # 锁定到 nuget.org
├── Directory.Build.props # net10.0, nullable, latest C#
├── src/
│ ├── QianYuan.Core/ # 抽象 + 模型 + 流式 chunk + 异常
│ ├── QianYuan.Kernel/ # ReAct 引擎、SkillManager、Agent/Provider 注册表
│ ├── QianYuan.Providers.OpenAICompat/ # OpenAI 协议 (GPT/Kimi/MiniMax/Qwen-compat/NEWAPI)
│ ├── QianYuan.Providers.AzureOpenAI/ # Azure OpenAI Service (deployment + api-version)
│ ├── QianYuan.Providers.Anthropic/ # Claude Messages API
│ ├── QianYuan.Providers.Gemini/ # Gemini v1beta
│ ├── QianYuan.Providers.QwenNative/ # DashScope 原生
│ ├── QianYuan.Skills.Builtin/ # WebSearch / Vision / FileSystem / Code
│ ├── QianYuan.Mcp/ # MCP Client (stdio) + Server core
│ ├── QianYuan.Integrations.DingTalk/ # 钉钉 webhook 收发
│ ├── QianYuan.Api/ # ASP.NET Core 10 host (SSE + SignalR + Swagger)
│ └── QianYuan.Web/ # React + Vite WebUI
├── samples/QianYuan.Sample.Console/
└── tests/QianYuan.Core.Tests/ # xUnit + FluentAssertions
快速开始