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https://github.com/geekan/MetaGPT

๐ŸŒŸ The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
https://github.com/geekan/MetaGPT

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๐ŸŒŸ The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming

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README 

        

# MetaGPT: The Multi-Agent Framework





MetaGPT logo: Enable GPT to work in a software company, collaborating to tackle more complex tasks.






Assign different roles to GPTs to form a collaborative entity for complex tasks.






CN doc

EN doc

FR doc

JA doc

License: MIT

roadmap

Discord Follow

Twitter Follow






   Open in Dev Containers

   Open in GitHub Codespaces

   Hugging Face




## News

๐Ÿš€ Mar. 29, 2024: [v0.8.0](https://github.com/geekan/MetaGPT/releases/tag/v0.8.0) released. Now you can use Data Interpreter ([arxiv](https://arxiv.org/abs/2402.18679), [example](https://docs.deepwisdom.ai/main/en/DataInterpreter/), [code](https://github.com/geekan/MetaGPT/tree/main/examples/di)) via pypi package import. Meanwhile, we integrated the RAG module and supported multiple new LLMs.



๐Ÿš€ Feb. 08, 2024: [v0.7.0](https://github.com/geekan/MetaGPT/releases/tag/v0.7.0) released, supporting assigning different LLMs to different Roles. We also introduced [Data Interpreter](https://github.com/geekan/MetaGPT/blob/main/examples/di/README.md), a powerful agent capable of solving a wide range of real-world problems.



๐Ÿš€ Jan. 16, 2024: Our paper [MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

](https://openreview.net/forum?id=VtmBAGCN7o) accepted for **oral presentation (top 1.2%)** at ICLR 2024, **ranking #1** in the LLM-based Agent category.



๐Ÿš€ Jan. 03, 2024: [v0.6.0](https://github.com/geekan/MetaGPT/releases/tag/v0.6.0) released, new features include serialization, upgraded OpenAI package and supported multiple LLM, provided [minimal example for debate](https://github.com/geekan/MetaGPT/blob/main/examples/debate_simple.py) etc.



๐Ÿš€ Dec. 15, 2023: [v0.5.0](https://github.com/geekan/MetaGPT/releases/tag/v0.5.0) released, introducing some experimental features such as incremental development, multilingual, multiple programming languages, etc.



๐Ÿ”ฅ Nov. 08, 2023: MetaGPT is selected into [Open100: Top 100 Open Source achievements](https://www.benchcouncil.org/evaluation/opencs/annual.html).



๐Ÿ”ฅ Sep. 01, 2023: MetaGPT tops GitHub Trending Monthly for the **17th time** in August 2023.



๐ŸŒŸ Jun. 30, 2023: MetaGPT is now open source.



๐ŸŒŸ Apr. 24, 2023: First line of MetaGPT code committed.



## Software Company as Multi-Agent System



1. MetaGPT takes a **one line requirement** as input and outputs **user stories / competitive analysis / requirements / data structures / APIs / documents, etc.**

2. Internally, MetaGPT includes **product managers / architects / project managers / engineers.** It provides the entire process of a **software company along with carefully orchestrated SOPs.**

   1. `Code = SOP(Team)` is the core philosophy. We materialize SOP and apply it to teams composed of LLMs.



![A software company consists of LLM-based roles](docs/resources/software_company_cd.jpeg)



Software Company Multi-Agent Schematic (Gradually Implementing)



## Get Started



### Installation



> Ensure that Python 3.9 or later, but less than 3.12, is installed on your system. You can check this by using: `python --version`.  

> You can use conda like this: `conda create -n metagpt python=3.9 && conda activate metagpt`



```bash

pip install --upgrade metagpt

# or `pip install --upgrade git+https://github.com/geekan/MetaGPT.git`

# or `git clone https://github.com/geekan/MetaGPT && cd MetaGPT && pip install --upgrade -e .`

```



For detailed installation guidance, please refer to [cli_install](https://docs.deepwisdom.ai/main/en/guide/get_started/installation.html#install-stable-version)

 or [docker_install](https://docs.deepwisdom.ai/main/en/guide/get_started/installation.html#install-with-docker)



### Configuration



You can init the config of MetaGPT by running the following command, or manually create `~/.metagpt/config2.yaml` file:

```bash

# Check https://docs.deepwisdom.ai/main/en/guide/get_started/configuration.html for more details

metagpt --init-config  # it will create ~/.metagpt/config2.yaml, just modify it to your needs

```



You can configure `~/.metagpt/config2.yaml` according to the [example](https://github.com/geekan/MetaGPT/blob/main/config/config2.example.yaml) and [doc](https://docs.deepwisdom.ai/main/en/guide/get_started/configuration.html):



```yaml

llm:

  api_type: "openai"  # or azure / ollama / groq etc. Check LLMType for more options

  model: "gpt-4-turbo"  # or gpt-3.5-turbo

  base_url: "https://api.openai.com/v1"  # or forward url / other llm url

  api_key: "YOUR_API_KEY"

```



### Usage



After installation, you can use MetaGPT at CLI



```bash

metagpt "Create a 2048 game"  # this will create a repo in ./workspace

```



or use it as library



```python

from metagpt.software_company import generate_repo, ProjectRepo

repo: ProjectRepo = generate_repo("Create a 2048 game")  # or ProjectRepo("")

print(repo)  # it will print the repo structure with files

```



You can also use [Data Interpreter](https://github.com/geekan/MetaGPT/tree/main/examples/di) to write code:



```python

import asyncio

from metagpt.roles.di.data_interpreter import DataInterpreter



async def main():

    di = DataInterpreter()

    await di.run("Run data analysis on sklearn Iris dataset, include a plot")



asyncio.run(main())  # or await main() in a jupyter notebook setting

```



### QuickStart & Demo Video

- Try it on [MetaGPT Huggingface Space](https://huggingface.co/spaces/deepwisdom/MetaGPT-SoftwareCompany)

- [Matthew Berman: How To Install MetaGPT - Build A Startup With One Prompt!!](https://youtu.be/uT75J_KG_aY)

- [Official Demo Video](https://github.com/geekan/MetaGPT/assets/2707039/5e8c1062-8c35-440f-bb20-2b0320f8d27d)



https://github.com/geekan/MetaGPT/assets/34952977/34345016-5d13-489d-b9f9-b82ace413419



## Tutorial



- ๐Ÿ—’ [Online Document](https://docs.deepwisdom.ai/main/en/)

- ๐Ÿ’ป [Usage](https://docs.deepwisdom.ai/main/en/guide/get_started/quickstart.html)  

- ๐Ÿ”Ž [What can MetaGPT do?](https://docs.deepwisdom.ai/main/en/guide/get_started/introduction.html)

- ๐Ÿ›  How to build your own agents? 

  - [MetaGPT Usage & Development Guide | Agent 101](https://docs.deepwisdom.ai/main/en/guide/tutorials/agent_101.html)

  - [MetaGPT Usage & Development Guide | MultiAgent 101](https://docs.deepwisdom.ai/main/en/guide/tutorials/multi_agent_101.html)

- ๐Ÿง‘โ€๐Ÿ’ป Contribution

  - [Develop Roadmap](docs/ROADMAP.md)

- ๐Ÿ”– Use Cases

  - [Data Interpreter](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/interpreter/intro.html)

  - [Debate](https://docs.deepwisdom.ai/main/en/guide/use_cases/multi_agent/debate.html)

  - [Researcher](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/researcher.html)

  - [Receipt Assistant](https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/receipt_assistant.html)

- โ“ [FAQs](https://docs.deepwisdom.ai/main/en/guide/faq.html)



## Support



### Discord Join US



๐Ÿ“ข Join Our [Discord Channel](https://discord.gg/ZRHeExS6xv)! Looking forward to seeing you there! ๐ŸŽ‰



### Contributor form



๐Ÿ“ [Fill out the form](https://airtable.com/appInfdG0eJ9J4NNL/pagK3Fh1sGclBvVkV/form) to become a contributor. We are looking forward to your participation!



### Contact Information



If you have any questions or feedback about this project, please feel free to contact us. We highly appreciate your suggestions!



- **Email:** [email protected]

- **GitHub Issues:** For more technical inquiries, you can also create a new issue in our [GitHub repository](https://github.com/geekan/metagpt/issues).



We will respond to all questions within 2-3 business days.



## Citation



To stay updated with the latest research and development, follow [@MetaGPT_](https://twitter.com/MetaGPT_) on Twitter. 



To cite [MetaGPT](https://openreview.net/forum?id=VtmBAGCN7o) or [Data Interpreter](https://arxiv.org/abs/2402.18679) in publications, please use the following BibTeX entries.



```bibtex

@inproceedings{hong2024metagpt,

      title={Meta{GPT}: Meta Programming for A Multi-Agent Collaborative Framework},

      author={Sirui Hong and Mingchen Zhuge and Jonathan Chen and Xiawu Zheng and Yuheng Cheng and Jinlin Wang and Ceyao Zhang and Zili Wang and Steven Ka Shing Yau and Zijuan Lin and Liyang Zhou and Chenyu Ran and Lingfeng Xiao and Chenglin Wu and J{\"u}rgen Schmidhuber},

      booktitle={The Twelfth International Conference on Learning Representations},

      year={2024},

      url={https://openreview.net/forum?id=VtmBAGCN7o}

}

@misc{hong2024data,

      title={Data Interpreter: An LLM Agent For Data Science}, 

      author={Sirui Hong and Yizhang Lin and Bang Liu and Bangbang Liu and Binhao Wu and Danyang Li and Jiaqi Chen and Jiayi Zhang and Jinlin Wang and Li Zhang and Lingyao Zhang and Min Yang and Mingchen Zhuge and Taicheng Guo and Tuo Zhou and Wei Tao and Wenyi Wang and Xiangru Tang and Xiangtao Lu and Xiawu Zheng and Xinbing Liang and Yaying Fei and Yuheng Cheng and Zongze Xu and Chenglin Wu},

      year={2024},

      eprint={2402.18679},

      archivePrefix={arXiv},

      primaryClass={cs.AI}

}

```