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# AgentScope Sample Agents
# AgentScope Samples
<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
[![All Contributors](https://img.shields.io/badge/all_contributors-25-orange.svg?style=flat-square)](#contributors-)
<!-- ALL-CONTRIBUTORS-BADGE:END -->
[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](https://github.com/agentscope-ai/agentscope-samples/blob/main/LICENSE)
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[![Docs](https://img.shields.io/badge/docs-AgentScope-blue)](https://doc.agentscope.io/)
[![Runtime Docs](https://img.shields.io/badge/docs-AgentScope%20Runtime-red)](https://runtime.agentscope.io/)
[![Last Commit](https://img.shields.io/github/last-commit/agentscope-ai/agentscope-samples)](https://github.com/agentscope-ai/agentscope-samples)
[[中文README]](README_zh.md)
Welcome to the **AgentScope Sample Agents** repository! 🎯
This repository provides **ready-to-use Python sample agents** built on top of:
🎯 **Kickstart Your Agent Journey!**
This is a repository that **brings together a variety of ready-to-run Python agent examples**, ranging from command-line mini-tools to **full-stack deployable applications**.
- [AgentScope](https://github.com/agentscope-ai/agentscope)
- [AgentScope Runtime](https://github.com/agentscope-ai/agentscope-runtime)
## 🌟 What is AgentScope?
The examples cover a wide range of use cases — from lightweight command-line agents to **full-stack deployable applications** with both backend and frontend.
**[AgentScope](https://github.com/agentscope-ai/agentscope)** is a **multi-agent framework** that lets you rapidly build **LLM-based intelligent applications**:
------
> Learn more in the [AgentScope Documentation](https://doc.agentscope.io/)
## 📖 About AgentScope & AgentScope Runtime
- 🧠 Define agents and integrate tools
- 📡 Manage context and conversations
- 🤝 Orchestrate collaboration among multiple agents to accomplish tasks
### **AgentScope**
AgentScope is a multi-agent framework designed to provide a **simple and efficient** way to build **LLM-powered agent applications**. It offers abstractions for defining agents, integrating tools, managing conversations, and orchestrating multi-agent workflows.
### **AgentScope Runtime**
**[AgentScope-Runtime](https://github.com/agentscope-ai/agentscope-runtime)** is the runtime framework that enables you to deploy agents as API services:
AgentScope Runtime is a **comprehensive runtime framework** that addresses two key challenges in deploying and operating agents:
> Learn more in the [AgentScope Runtime Documentation](https://runtime.agentscope.io/)
1. **Effective Agent Deployment** – Scalable deployment and management of agents across environments.
2. **Sandboxed Tool Execution** – Secure, isolated execution of tools and external actions.
1. 🔄 **Scalable deployment management for multiple agents**
2. 🛡️ **Secure sandbox execution for tools**
It includes **agent deployment** and **secure sandboxed tool execution**, and can be used with **AgentScope** or other agent frameworks.
## ⚡ Getting Started
------
📌 **Before running an example**, please check the corresponding `README.md` for installation and execution instructions.
## ✨ Getting Started
- All samples are **Python-based**.
- Samples are organized **by functional use case**.
- Some samples use only **AgentScope** (pure Python agents).
- Others use **both AgentScope and AgentScope Runtime** to implement **full-stack deployable applications** with frontend + backend.
- Full-stack runtime versions have folder names ending with:
**`_fullstack_runtime`**
> 📌 **Before running** any example, check its `README.md` for installation and execution instructions.
### Install Requirements
- [AgentScope Documentation](https://doc.agentscope.io/)
- [AgentScope Runtime Documentation](https://runtime.agentscope.io/)
------
> - All examples are built with **Python**.
> - Examples are organized by **functionality** and **usage scenario**.
> - Some examples use **AgentScope** only.
> - Some examples use **both AgentScope and AgentScope Runtime** to implement **deployable full-stack applications with frontend + backend**.
> - Full-stack runtime versions have folder names ending with **`_fullstack_runtime`**.
## 🌳 Repository Structure
@@ -86,8 +71,6 @@ It includes **agent deployment** and **secure sandboxed tool execution**, and ca
└── README.md
```
------
## 📌 Example List
| Category | Example Folder | Uses AgentScope | Use AgentScope Runtime | Description |
@@ -107,11 +90,9 @@ It includes **agent deployment** and **secure sandboxed tool execution**, and ca
| **General AI Agent** | alias/ | ✅ | ✅ | Agent application running in sandbox to solve diverse real-world problems |
| **Financial Trading** | evotraders/ | ✅ | ❌ | Self-Evolving Multi-Agent Trading System |
------
## 🌈 Featured Examples
## 🌟 Featured Examples
### DataJuicer Agent
### 📊 DataJuicer Agent
A powerful multi-agent data processing system that leverages Data-Juicer's 200+ operators for intelligent data processing:
@@ -123,8 +104,7 @@ A powerful multi-agent data processing system that leverages Data-Juicer's 200+
📖 **Documentation**: [English](data_juicer_agent/README.md) | [中文](data_juicer_agent/README_ZH.md)
### Alias-Agent
### 🕵🏻 Alias-Agent
*Alias-Agent* (short for *Alias*) is designed to serve as an intelligent assistant for tackle diverse and complicated real-world tasks, providing three operational modes for flexible task execution:
- **Simple React**: Employs vanilla reasoning-acting loops to iteratively solve problems and execute tool calls.
@@ -135,7 +115,7 @@ Beyond being a ready-to-use agent, we envision Alias as a foundational template
📖 **Documentation**: [English](alias/README.md) | [中文](alias/README_ZH.md)
### EvoTraders
### 📈 EvoTraders
*EvoTraders* is a financial trading agent framework that builds a trading system capable of continuous learning and evolution in real markets through multi-agent collaboration and memory systems. Key features include:
@@ -146,9 +126,7 @@ Beyond being a ready-to-use agent, we envision Alias as a foundational template
📖 **Documentation**: [English](evotraders/README.md) | [中文](evotraders/README_zh.md)
------
## ℹ️ Getting Help
## 🆘 Getting Help
If you:
@@ -166,8 +144,6 @@ Please:
|----------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------|
| <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/i1/O1CN01LxzZha1thpIN2cc2E_!!6000000005934-2-tps-497-477.png" width="100" height="100"> |
------
## 🤝 Contributing
We welcome contributions such as:
@@ -177,26 +153,18 @@ We welcome contributions such as:
- Documentation improvements
- Code contributions
See the [Contributing](https://github.com/agentscope-ai/agentscope-samples/blob/main/CONTRIBUTING.md) for details.
------
See the [CONTRIBUTING.md](CONTRIBUTING.md) for details.
## 📄 License
This project is licensed under the **Apache 2.0 License** – see the [LICENSE](https://github.com/agentscope-ai/agentscope-samples/blob/main/LICENSE) file for details.
------
## 🔗 Resources
- [AgentScope Documentation](https://doc.agentscope.io/)
- [AgentScope Runtime Documentation](https://runtime.agentscope.io/)
- [AgentScope GitHub Repository](https://github.com/agentscope-ai/agentscope)
- [AgentScope Runtime GitHub Repository](https://github.com/agentscope-ai/agentscope-runtime)
This project is licensed under the **Apache 2.0 License** – see the [LICENSE](LICENSE) file for details.
## Contributors ✨
<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
[![All Contributors](https://img.shields.io/badge/all_contributors-25-orange.svg?style=flat-square)](#contributors-)
<!-- ALL-CONTRIBUTORS-BADGE:END -->
Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/emoji-key/)):
<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->

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# AgentScope 示例 Agent
# AgentScope 示例
<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
[![All Contributors](https://img.shields.io/badge/all_contributors-25-orange.svg?style=flat-square)](#contributors-)
<!-- ALL-CONTRIBUTORS-BADGE:END -->
[![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/)
[![DeepWiki](https://img.shields.io/badge/DeepWiki-agentscope--samples-navy.svg?logo=data:image/png;base64,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)](https://deepwiki.com/agentscope-ai/agentscope-samples)
[![Docs](https://img.shields.io/badge/docs-AgentScope-blue)](https://doc.agentscope.io/)
[![Runtime Docs](https://img.shields.io/badge/docs-AgentScope%20Runtime-red)](https://runtime.agentscope.io/)
[![Last Commit](https://img.shields.io/github/last-commit/agentscope-ai/agentscope-samples)](https://github.com/agentscope-ai/agentscope-samples)
[[README]](README.md)
欢迎来到 **AgentScope 示例 Agent** 仓库！🎯
该仓库提供**可直接使用的 Python 示例 Agent**，它们构建于以下项目之上：
🎯 **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**。
- [AgentScope](https://github.com/agentscope-ai/agentscope)
- [AgentScope Runtime](https://github.com/agentscope-ai/agentscope-runtime)
## 🌟 什么是 AgentScope？
这些示例涵盖了广泛的使用场景 —— 从轻量级命令行 Agent，到同时具备前端和后端的**可部署全栈应用**。
**[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
## 📖 关于 AgentScope & AgentScope Runtime
### **AgentScope**
AgentScope 是一个多 Agent 框架，旨在以**简单高效**的方式构建**基于 LLM 的 Agent 应用**。它提供了用于定义 Agent、集成工具、管理对话以及编排多 Agent 工作流的抽象能力。
**[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：
### **AgentScope Runtime**
> 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**
AgentScope Runtime 是一个**全面的运行时框架**，主要解决部署和运行 Agent 的两个关键问题：
结合两者，你可以从原型 **一键走向生产部署**。
1. **高效的 Agent 部署** —— 支持跨环境的可扩展部署和管理。
2. **沙盒化工具执行** —— 安全、隔离地运行工具和外部操作。
## ⚡ 快速开始
它包括**Agent 部署**以及**安全的沙盒化工具执行**能力，可搭配 **AgentScope** 或其他 Agent 框架使用。
📌 **运行示例之前**，请查看对应的 `README.md` 获取安装与运行说明。
---
## ✨ 快速开始
- 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**（纯 Python Agent）。
- 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
> 📌 **运行示例之前**，请查看对应的 `README.md` 获取安装与运行说明。
### 安装依赖
- [AgentScope 文档](https://doc.agentscope.io/)
- [AgentScope Runtime 文档](https://runtime.agentscope.io/)
---
> - 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
@@ -109,9 +94,9 @@ AgentScope Runtime 是一个**全面的运行时框架**，主要解决部署和
---
## 🌟 特色示例
## 🌈 特色示例
### DataJuicer 智能体
### 📊 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：
@@ -123,7 +108,7 @@ AgentScope Runtime 是一个**全面的运行时框架**，主要解决部署和
📖 **文档**：[English](data_juicer_agent/README.md) | [中文](data_juicer_agent/README_ZH.md)
### Alias 智能体
### 🕵🏻 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。
@@ -134,7 +119,7 @@ AgentScope Runtime 是一个**全面的运行时框架**，主要解决部署和
📖 **文档**：[English](alias/README.md) | [中文](alias/README_ZH.md)
### EvoTraders
### 📈 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：
@@ -147,7 +132,7 @@ AgentScope Runtime 是一个**全面的运行时框架**，主要解决部署和
---
## ℹ️ 获取帮助
## 🆘 获取帮助
如果你：
@@ -176,25 +161,18 @@ AgentScope Runtime 是一个**全面的运行时框架**，主要解决部署和
- 文档改进
- 代码贡献
详情见 [Contributing](https://github.com/agentscope-ai/agentscope-samples/blob/main/CONTRIBUTING_zh.md) 文档。
---
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](https://github.com/agentscope-ai/agentscope-samples/blob/main/LICENSE) 文件。
---
## 🔗 相关资源
- [AgentScope 文档](https://doc.agentscope.io/)
- [AgentScope Runtime 文档](https://runtime.agentscope.io/)
- [AgentScope GitHub 仓库](https://github.com/agentscope-ai/agentscope)
- [AgentScope Runtime GitHub 仓库](https://github.com/agentscope-ai/agentscope-runtime)
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-25-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 -->