MS-Agent: Lightweight Framework for Empowering Agents with Autonomous Exploration

Modelscope Hub ｜ Paper

Introduction

[WARNING] For historical archive versions, please refer to: https://github.com/modelscope/ms-agent/tree/0.8.0

🎉 News

Archive

• 🔥🔥🔥Aug 8, 2024: A new graph based code generation tool CodexGraph is released by Modelscope-Agent, it has been proved effective and versatile on various code related tasks, please check example.
• 🔥🔥Aug 1, 2024: A high efficient and reliable Data Science Assistant is running on Modelscope-Agent, please find detail in example.
• 🔥July 17, 2024: Parallel tool calling on Modelscope-Agent-Server, please find detail in doc.
• 🔥June 17, 2024: Upgrading RAG flow based on LLama-index, allow user to hybrid search knowledge by different strategies and modalities, please find detail in doc.
• 🔥June 6, 2024: With Modelscope-Agent-Server, Qwen2 could be used by OpenAI SDK with tool calling ability, please find detail in doc.
• 🔥June 4, 2024: Modelscope-Agent supported Mobile-Agent-V2arxiv，based on Android Adb Env, please check in the application.
• 🔥May 17, 2024: Modelscope-Agent supported multi-roles room chat in the gradio.
• May 14, 2024: Modelscope-Agent supported image input in RolePlay agents with latest OpenAI model GPT-4o. Developers can experience this feature by specifying the image_url parameter.
• May 10, 2024: Modelscope-Agent launched a user-friendly Assistant API, and also provided a Tools API that executes utilities in isolated, secure containers, please find the document
• Apr 12, 2024: The Ray version of multi-agent solution is on modelscope-agent, please find the document
• Mar 15, 2024: Modelscope-Agent and the AgentFabric (opensource version for GPTs) is running on the production environment of modelscope studio.
• Feb 10, 2024: In Chinese New year, we upgrade the modelscope agent to version v0.3 to facilitate developers to customize various types of agents more conveniently through coding and make it easier to make multi-agent demos. For more details, you can refer to #267 and #293 .
• Nov 26, 2023: AgentFabric now supports collaborative use in ModelScope's Creation Space, allowing for the sharing of custom applications in the Creation Space. The update also includes the latest GTE text embedding integration.
• Nov 17, 2023: AgentFabric released, which is an interactive framework to facilitate creation of agents tailored to various real-world applications.
• Oct 30, 2023: Facechain Agent released a local version of the Facechain Agent that can be run locally. For detailed usage instructions, please refer to Facechain Agent.
• Oct 25, 2023: Story Agent released a local version of the Story Agent for generating storybook illustrations. It can be run locally. For detailed usage instructions, please refer to Story Agent.
• Sep 20, 2023: ModelScope GPT offers a local version through gradio that can be run locally. You can navigate to the demo/msgpt/ directory and execute bash run_msgpt.sh.
• Sep 4, 2023: Three demos, demo_qwen, demo_retrieval_agent and demo_register_tool, have been added, along with detailed tutorials provided.
• Sep 2, 2023: The preprint paper associated with this project was published.
• Aug 22, 2023: Support accessing various AI model APIs using ModelScope tokens.
• Aug 7, 2023: The initial version of the modelscope-agent repository was released.

Installation

Warning

As the project has been renamed to ms-agent, for versions v0.8.0 or earlier, you can install using the following command:

pip install modelscope-agent<=0.8.0

To import relevant dependencies using modelscope_agent:

from modelscope_agent import ...

Quickstart

License

This project is licensed under the Apache License (Version 2.0).

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