🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming https://atoms.dev/
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geekan 331d74059f 1. 动作优化
1. SummarizeCode动作:用于基于代码进行总结,思考bug、逻辑、todo
  2. CodeReview动作优化:目前强制要求回答问题,有更高的成功率了
2. 数据结构
  1. Document的标准化:Env->Repo->Document,其中Document/Asset/Code都只用Document
    1. 原用于检索的Document改为IndexableDocument
  2. Repo结构引入:用于Document装载与元数据装载
  3. RepoParser引入:写了一个简单的AST parser(后续可能要换tree-sitter),给出了整库symbol
3. 配置优化
  1. 默认更换为gpt-4-1106-preview,以获得最好的效果与成本
  2. 提供~/.metagpt作为配置最高优先级目录,从中读取config.yaml
  3. workspace可以灵活指定了,在config中配置
4. metagpt作为默认命令行,而非python startup.py
  1. 使用新的METAGPT_ROOT生成方式,而非寻找git,以便cli安装
  2. 命令行由fire换为了typer,它会带来相对更好的体验
  3. project_name可以灵活指定了,在metagpt命令行输入中配置
5. 其他
  1. BossRequirement -> UserRequirement
  2. 大量错误文本的修正,增加了可读性
  3. 中量提示词优化,稍微提升了一些准确率
  4. 暂时屏蔽了LongtermMemory相关逻辑,这个逻辑底层调用了langchain的FAISS,会带来~5秒加载耗时
  5. 修复了安装包中的部分描述错误
2023-11-27 15:47:06 +08:00
.devcontainer replace running install 2023-09-18 22:16:11 +08:00
config fix config when open llm model hosts as openai interface 2023-11-20 14:46:31 +08:00
docs Merge pull request #499 from seehi/feature-update-readme 2023-11-27 12:31:59 +08:00
examples 1. 动作优化 2023-11-27 15:47:06 +08:00
metagpt 1. 动作优化 2023-11-27 15:47:06 +08:00
tests 1. 动作优化 2023-11-27 15:47:06 +08:00
.dockerignore Make the SearchEngine more user-friendly. 2023-08-17 17:37:20 +08:00
.gitattributes disable html linguist detect 2023-09-21 10:41:57 +08:00
.gitignore sk agent 2023-09-13 15:01:15 +08:00
.pre-commit-config.yaml fix pyproject.toml bug 2023-08-15 18:33:58 +08:00
Dockerfile Feature: invoice ocr assistant 2023-10-10 14:26:03 +08:00
LICENSE Create LICENSE 2023-06-30 17:58:37 +08:00
README.md Merge pull request #499 from seehi/feature-update-readme 2023-11-27 12:31:59 +08:00
requirements-ocr.txt update: resolve comments and support any directory zip file 2023-10-24 14:01:33 +08:00
requirements.txt Merge pull request #490 from orange-crow/feat_openai_ask_code_via_function 2023-11-21 17:59:35 +08:00
ruff.toml fix pyproject.toml bug 2023-08-15 18:33:58 +08:00
setup.py 1. 动作优化 2023-11-27 15:47:06 +08:00

MetaGPT: The Multi-Agent Framework

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

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

CN doc EN doc JA doc Discord Follow License: MIT roadmap Twitter Follow

Open in Dev Containers Open in GitHub Codespaces Hugging Face

  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

Software Company Multi-Role Schematic (Gradually Implementing)

Install

Pip installation

# Step 1: Ensure that Python 3.9+ is installed on your system. You can check this by using:
# You can use conda to initialize a new python env
#     conda create -n metagpt python=3.9
#     conda activate metagpt
python3 --version

# Step 2: Clone the repository to your local machine for latest version, and install it.
git clone https://github.com/geekan/MetaGPT.git
cd MetaGPT
pip3 install -e.     # or pip3 install metagpt  # for stable version

# Step 3: run the startup.py
# setup your OPENAI_API_KEY in key.yaml copy from config.yaml
python3 startup.py "Write a cli snake game"

# Step 4 [Optional]: If you want to save the artifacts like diagrams such as quadrant chart, system designs, sequence flow in the workspace, you can execute the step before Step 3. By default, the framework is compatible, and the entire process can be run completely without executing this step.
# If executing, ensure that NPM is installed on your system. Then install mermaid-js. (If you don't have npm in your computer, please go to the Node.js official website to install Node.js https://nodejs.org/ and then you will have npm tool in your computer.)
npm --version
sudo npm install -g @mermaid-js/mermaid-cli

detail installation please refer to cli_install

Docker installation

Note: In the Windows, you need to replace "/opt/metagpt" with a directory that Docker has permission to create, such as "D:\Users\x\metagpt"

# Step 1: Download metagpt official image and prepare config.yaml
docker pull metagpt/metagpt:latest
mkdir -p /opt/metagpt/{config,workspace}
docker run --rm metagpt/metagpt:latest cat /app/metagpt/config/config.yaml > /opt/metagpt/config/key.yaml
vim /opt/metagpt/config/key.yaml # Change the config

# Step 2: Run metagpt demo with container
docker run --rm \
    --privileged \
    -v /opt/metagpt/config/key.yaml:/app/metagpt/config/key.yaml \
    -v /opt/metagpt/workspace:/app/metagpt/workspace \
    metagpt/metagpt:latest \
    python startup.py "Write a cli snake game"

detail installation please refer to docker_install

QuickStart & Demo Video

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

Tutorial

Support

Discard Join US

📢 Join Our Discord Channel!

Looking forward to seeing you there! 🎉

Contact Information

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

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

Citation

For now, cite the arXiv paper:

@misc{hong2023metagpt,
      title={MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework}, 
      author={Sirui Hong and Mingchen Zhuge and Jonathan Chen and Xiawu Zheng and Yuheng Cheng and Ceyao Zhang and Jinlin Wang and Zili Wang and Steven Ka Shing Yau and Zijuan Lin and Liyang Zhou and Chenyu Ran and Lingfeng Xiao and Chenglin Wu and Jürgen Schmidhuber},
      year={2023},
      eprint={2308.00352},
      archivePrefix={arXiv},
      primaryClass={cs.AI}
}