ProteinMPNN

ProteinMPNN – a message-passing neural-network for protein sequence design. Trained on >25 k PDB structures, it achieves ~52 % native sequence recovery and has been validated experimentally (Science, 2022). Generates sequences in ≈1 s for a 100-residue backbone.