ProteinMPNN (Protein Message Passing Neural Network) is a deep learning-based graph neural network designed to predict amino acid sequences for given protein backbones. It leverages evolutionary, functional, and structural information to generate sequences that are likely to fold into the desired 3D structures. Useful for de novo protein design, enzyme engineering, and therapeutic protein development.