#5959th of 83 in Open modelsFor science, health and research, science

boltz

Open biomolecular structure and binding affinity prediction models

Stars
4.3k
License
MIT
Last commit
May 2026
Last release
Sep 2025
Language
Python

Missed the latest GitHub check; these facts may be older.

Overview

Boltz is a family of open biomolecular interaction models, Boltz-1 and Boltz-2, run through a `boltz predict` CLI that reads YAML inputs. Boltz-2 predicts complex structures and ligand binding affinity, reporting a binder probability and a log10(IC50) value. Code and weights are MIT licensed and install from PyPI.

Who it is for: Computational biologists and drug-discovery teams

Strengths

  • Code and weights both MIT-licensed, usable commercially
  • Boltz-2 outputs affinity: binder probability and log10(IC50) value
  • Batch prediction from a directory of YAML files with one CLI command
  • Uses NVIDIA cuEquivariance kernels on recent GPUs; Tenstorrent via a fork

Weaknesses

  • Boltz-2 training code and evaluation scripts are not yet released
  • CPU mode works but is significantly slower than GPU
  • The --use_msa_server option sends sequences to a remote MSA server
  • No Docker image or compose file provided

What it needs

  • GPU optional
  • Needs Python, MSA server (via --use_msa_server), NVIDIA cuEquivariance (optional)
  • Models: Boltz-1, Boltz-2

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