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# AgentScope 示例
[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](https://github.com/agentscope-ai/agentscope-samples/blob/main/LICENSE)
[![Python](https://img.shields.io/badge/python-%3E%3D3.10-blue)](https://www.python.org/)
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[[README]](README.md)
🎯 **快启动你的智能体之旅!**
这是一个集合了 **各种可直接运行的 Python 智能体示例** 的仓库,涵盖从命令行小工具到 **全栈可部署应用**
## 🌟 什么是 AgentScope
**[AgentScope](https://github.com/agentscope-ai/agentscope)** 是一个 **多智能体Multi-Agent框架**,让你能快速构建 **基于 LLM 的智能应用**
> 详情请参考:[AgentScope 文档](https://doc.agentscope.io/)
- 🧠 定义智能体、集成工具
- 📡 管理上下文与对话
- 🤝 编排多个智能体协作完成任务
**[AgentScope-Runtime](https://github.com/agentscope-ai/agentscope-runtime)** 则是智能体运行时框架让你能将智能体部署成API服务
> 详情请参考:[AgentScope Runtime 文档](https://runtime.agentscope.io/)
1. 🔄 **多智能体的可伸缩部署管理**
2. 🛡️ **安全工具沙箱执行**
结合两者,你可以从原型 **一键走向生产部署**
## ⚡ 快速开始
📌 **运行示例之前**,请查看对应的 `README.md` 获取安装与运行说明。
> - 所有示例均基于 **Python**
> - 示例按功能、使用场景组织
> - 有些示例仅使用 **AgentScope**
> - 有些示例同时使用 **AgentScope 和 AgentScope Runtime** 来实现**带前端+后端的可部署全栈应用**。
> - 全栈运行时版本的文件夹名称以:**`_fullstack_runtime`** 结尾
## 🌳 仓库结构
```bash
├── alias/ # 解决现实问题的智能体程序
├── browser_use/
│ ├── agent_browser/ # 纯 Python 浏览器 Agent
│ ├── browser_use_agent_pro/ # 高级纯 Python 浏览器 Agent
│ └── browser_use_fullstack_runtime/ # 全栈运行时版本(前端+后端)
├── deep_research/
│ ├── agent_deep_research/ # 纯 Python 多 Agent 研究流程
│ └── qwen_langgraph_search_fullstack_runtime/ # 全栈运行时研究应用
├── games/
│ └── game_werewolves/ # 角色扮演推理游戏
├── conversational_agents/
│ ├── chatbot/ # 聊天机器人应用
│ ├── chatbot_fullstack_runtime/ # 带界面的运行时聊天机器人
│ ├── multiagent_conversation/ # 多 Agent 对话场景
│ └── multiagent_debate/ # Agent 辩论场景
├── evaluation/
│ └── ace_bench/ # 基准测试与评估工具
├── data_juicer_agent/ # 数据处理多智能体系统
├── tuner/ # 用 AgentScope Tuner 调优 AgentScope 应用
│ ├── math_agent/ # 快速入门调优示例
│ ├── frozen_lake/ # 教一个智能体玩需要多步操作的游戏
│ ├── learn_to_ask/ # 使用 LLM 作为评委辅助智能体训练
│ ├── email_search/ # 提升智能体的工具使用能力
│ ├── werewolves/ # 强化多智能体应用能力
│ └── data_augment/ # 增强用于调优的数据
├── sample_template/ # 新样例贡献模板
└── README.md
```
---
## 📌 示例列表
| 分类 | 示例文件夹 | 使用 AgentScope | 使用 AgentScope Runtime | 描述 |
|-----------|-------------------------------------------------------|---------------|-----------------------|-------------------------|
| **数据处理** | data_juicer_agent/ | ✅ | ❌ | 基于 Data-Juicer 的多智能体数据处理 |
| **浏览器相关** | browser_use/agent_browser | ✅ | ❌ | 基于 AgentScope 的命令行浏览器自动化 |
| | browser_use/browser_use_agent_pro | ✅ | ❌ | 基于 AgentScope 的高级命令行浏览器智能体 |
| | browser_use/browser_use_fullstack_runtime | ✅ | ✅ | 带 UI 和沙盒环境的全栈浏览器自动化 |
| **深度研究** | deep_research/agent_deep_research | ✅ | ❌ | 多 Agent 研究流程 |
| | deep_research/qwen_langgraph_search_fullstack_runtime | ❌ | ✅ | 全栈运行时深度研究应用 |
| **游戏** | games/game_werewolves | ✅ | ❌ | 多 Agent 角色扮演推理游戏 |
| **对话应用** | conversational_agents/chatbot_fullstack_runtime | ✅ | ✅ | 带前端/后端的聊天机器人 |
| | conversational_agents/chatbot | ✅ | ❌ | 聊天机器人 |
| | conversational_agents/multiagent_conversation | ✅ | ❌ | 多 Agent 对话场景 |
| | conversational_agents/multiagent_debate | ✅ | ❌ | Agent 辩论 |
| **评估** | evaluation/ace_bench | ✅ | ❌ | ACE Bench 基准测试 |
| **通用智能体** | alias/ | ✅ | ✅ | 在沙盒中运行的可以解决真实问题的智能体程序 |
| **金融交易** | evotraders/ | ✅ | ❌ | 自我进化的多智能体交易系统 |
---
## 🌈 特色示例
### 📊 DataJuicer 智能体
一个强大的数据处理多智能体系统,利用 Data-Juicer 的 200+ 算子进行智能数据处理:
- **智能查询**:从 200+ 数据处理算子中找到合适的算子
- **自动化流程**:从自然语言描述生成 Data-Juicer YAML 配置
- **自定义开发**:通过 AI 辅助创建领域特定的算子
- **多种检索模式**:基于 LLM 和向量的算子匹配
- **MCP 集成**:原生模型上下文协议支持
📖 **文档**[English](data_juicer_agent/README.md) | [中文](data_juicer_agent/README_ZH.md)
### 🕵🏻 Alias 智能体
*Alias-Agent*(简称 *Alias*)旨在作为一个智能助手来处理多样且复杂的真实世界任务,提供三种操作模式以实现灵活的任务执行:
- **Simple React**:采用经典的推理-行动循环来迭代解决问题并执行工具调用。
- **Planner-Worker**:使用智能规划将复杂任务分解为可管理的子任务,并由专门的执行智能体独立处理每个子任务。
- **Built-in Agents**利用针对特定领域定制的专用智能体包括用于全面分析的Deep Research Agent和用于基于 Web 交互的Browser-use Agent。
除了作为一个即用型智能体,我们也希望 Alias 能够成为一个基础模板,可以迁移到不同的场景。
📖 **文档**[English](alias/README.md) | [中文](alias/README_ZH.md)
### 📈 EvoTraders
*EvoTraders* 是一个开源的金融交易智能体框架,通过多智能体协作和记忆系统,构建能够在真实市场中持续学习与进化的交易系统。主要特性包括:
- **多智能体协作交易**:包含基本面、技术面、情绪、估值等专业分析师角色以及基金经理和风控专家的团队协作。
- **记忆增强与进化**:基于 ReMe 记忆框架,智能体在交易后反思总结,形成独特的投资方法论。
- **实盘与回测支持**:支持实时行情接入的实盘模式以及基于历史数据的回测模式。
- **可视化交易大厅**:提供可视化界面实时观察智能体的分析过程、沟通记录和决策演化。
📖 **文档**[English](evotraders/README.md) | [中文](evotraders/README_zh.md)
---
## 🆘 获取帮助
如果你:
- 需要安装帮助
- 遇到问题
- 想了解某个示例的工作方式
请:
1. 阅读该示例的 `README.md`
2. 提交 [GitHub Issue](https://github.com/agentscope-ai/agentscope-samples/issues)
3. 加入社区讨论:
| [Discord](https://discord.gg/eYMpfnkG8h) | 钉钉 |
| ------------------------------------------------------------ | ------------------------------------------------------------ |
| <img src="https://gw.alicdn.com/imgextra/i1/O1CN01hhD1mu1Dd3BWVUvxN_!!6000000000238-2-tps-400-400.png" width="100" height="100"> | <img src="https://img.alicdn.com/imgextra/i4/O1CN014mhqFq1ZlgNuYjxrz_!!6000000003235-2-tps-400-400.png" width="100" height="100"> |
---
## 🤝 参与贡献
欢迎提交:
- Bug 报告
- 新功能请求
- 文档改进
- 代码贡献
详情见 [CONTRIBUTING_zh.md](CONTRIBUTING_zh.md) 文档。
## 📄 许可证
本项目基于 **Apache 2.0 License** 授权,详见 [LICENSE](LICENSE) 文件。
## 贡献者 ✨
<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
[![All Contributors](https://img.shields.io/badge/all_contributors-27-orange.svg?style=flat-square)](#contributors-)
<!-- ALL-CONTRIBUTORS-BADGE:END -->
感谢这些优秀的贡献者们 ([表情符号说明](https://allcontributors.org/emoji-key/)):
<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
<!-- prettier-ignore-start -->
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<td align="center" valign="top" width="14.28%"><a href="https://github.com/sleepy-bird-world"><img src="https://avatars.githubusercontent.com/u/166603159?v=4?s=100" width="100px;" alt="JustinDing"/><br /><sub><b>JustinDing</b></sub></a><br /><a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=sleepy-bird-world" title="Code">💻</a> <a href="#example-sleepy-bird-world" title="Examples">💡</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/jinliyl"><img src="https://avatars.githubusercontent.com/u/6469360?v=4?s=100" width="100px;" alt="jinliyl"/><br /><sub><b>jinliyl</b></sub></a><br /><a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=jinliyl" title="Code">💻</a> <a href="#example-jinliyl" title="Examples">💡</a></td>
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<td align="center" valign="top" width="14.28%"><a href="https://github.com/y1y5"><img src="https://avatars.githubusercontent.com/u/105190237?v=4?s=100" width="100px;" alt="y1y5"/><br /><sub><b>y1y5</b></sub></a><br /><a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=y1y5" title="Code">💻</a> <a href="#example-y1y5" title="Examples">💡</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://luyi256.github.io"><img src="https://avatars.githubusercontent.com/u/50238286?v=4?s=100" width="100px;" alt="LuYi"/><br /><sub><b>LuYi</b></sub></a><br /><a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=luyi256" title="Code">💻</a> <a href="#example-luyi256" title="Examples">💡</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/1mycell"><img src="https://avatars.githubusercontent.com/u/143110833?v=4?s=100" width="100px;" alt="Wu Yue"/><br /><sub><b>Wu Yue</b></sub></a><br /><a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=1mycell" title="Code">💻</a> <a href="#example-1mycell" title="Examples">💡</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://www.bruceluo.net"><img src="https://avatars.githubusercontent.com/u/7297307?v=4?s=100" width="100px;" alt="Zhiling (Bruce) Luo"/><br /><sub><b>Zhiling (Bruce) Luo</b></sub></a><br /><a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=zhilingluo" title="Code">💻</a> <a href="#example-zhilingluo" title="Examples">💡</a> <a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=zhilingluo" title="Documentation">📖</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/yuluo1007"><img src="https://avatars.githubusercontent.com/u/16065149?v=4?s=100" width="100px;" alt="sidiluo"/><br /><sub><b>sidiluo</b></sub></a><br /><a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=yuluo1007" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/AttanWu"><img src="https://avatars.githubusercontent.com/u/16112546?v=4?s=100" width="100px;" alt="Attan"/><br /><sub><b>Attan</b></sub></a><br /><a href="#example-AttanWu" title="Examples">💡</a> <a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=AttanWu" title="Code">💻</a> <a href="https://github.com/agentscope-ai/agentscope-samples/commits?author=AttanWu" title="Documentation">📖</a></td>
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