Modelstore is a Python library that provides a model registry for versioning, exporting, and saving machine learning models to filesystem or cloud storage. It supports PyTorch, TensorFlow, Keras, scikit-learn, and Hugging Face transformers. Models are automatically versioned on upload, can be organized by domain and state, and can be downloaded or loaded back into memory. It functions both as a Python library and a command-line tool.