MineStudio: A Streamlined Package for Minecraft AI Agent Development

Abstract#

MineStudio is a streamlined package for Minecraft AI agent development, released on GitHub and PyPI. This package provides researchers and developers with a comprehensive toolkit for building and testing AI agents in the Minecraft environment.

Features#

🚀 Easy Installation#

• Simple pip install process
• Minimal dependencies
• Cross-platform support

🛠️ Comprehensive Tools#

• Agent development framework
• Environment setup utilities
• Evaluation metrics and benchmarks
• Visualization tools

📊 Benchmarking Suite#

• Standard evaluation protocols
• Multiple task categories
• Performance metrics
• Comparison baselines

Getting Started#

pip install minestudio

import minestudio as ms

# Create a new agent
agent = ms.Agent()

# Set up environment
env = ms.Environment()

# Start training
agent.train(env)

Use Cases#

1. Research: Rapid prototyping of new AI agent architectures
2. Education: Teaching AI concepts through interactive Minecraft environments
3. Development: Building production-ready Minecraft AI applications

Community#

MineStudio has an active community of researchers and developers contributing to the project. We welcome contributions, bug reports, and feature requests.

Citation#

If you use MineStudio in your research, please cite:

@article{cai2024minestudio,
  title={MineStudio: A Streamlined Package for Minecraft AI Agent Development},
  author={Cai, Shaofei and Mu, Zhancun and He, Kaichen and Zhang, Bowei and Zheng, Xinyue and Liu, Anji and Liang, Yitao},
  journal={arXiv preprint arXiv:2412.18293},
  year={2024}
}