boltz

star 10

Structure prediction using Boltz-1/Boltz-2, an open biomolecular structure predictor. Use this skill when: (1) Predicting protein complex structures, (2) Validating designed binders, (3) Need open-source alternative to AF2, (4) Predicting protein-ligand complexes, (5) Using local GPU resources. For QC thresholds, use protein-qc. For AlphaFold2 prediction, use alphafold. For Chai prediction, use chai.

BioTender-max By BioTender-max schedule Updated 3/4/2026

name: boltz description: > Structure prediction using Boltz-1/Boltz-2, an open biomolecular structure predictor. Use this skill when: (1) Predicting protein complex structures, (2) Validating designed binders, (3) Need open-source alternative to AF2, (4) Predicting protein-ligand complexes, (5) Using local GPU resources.

For QC thresholds, use protein-qc. For AlphaFold2 prediction, use alphafold. For Chai prediction, use chai. license: MIT category: design-tools tags: [structure-prediction, validation, open-source] source: https://github.com/adaptyvbio/protein-design-skills

Boltz Structure Prediction

Prerequisites

Requirement Minimum Recommended
Python 3.10+ 3.11
CUDA 12.0+ 12.1+
GPU VRAM 24GB 48GB (L40S)
RAM 32GB 64GB

How to run

Option 1: Modal

cd biomodals
modal run modal_boltz.py \
  --input-faa complex.fasta \
  --out-dir predictions/

Option 2: Local

pip install boltz
boltz predict --fasta complex.fasta --output predictions/

Output format

predictions/
├── model_0.cif       # Best model (CIF format)
├── confidence.json   # pLDDT, pTM, ipTM
└── pae.npy

Comparison

Feature Boltz-1 Boltz-2 AF2-Multimer
MSA-free Yes Yes No
Open source Yes Yes Yes
Speed Fast 2x faster Slower

Typical performance

Campaign Time (L40S) Cost (Modal)
100 complexes 30-45 min ~$8
500 complexes 2-3h ~$35

Troubleshooting

Error Cause Fix
CUDA out of memory Complex too large Use --use_msa_server false
KeyError: 'iptm' Single chain Ensure 2+ chains in FASTA
FileNotFoundError: weights Missing model Run boltz download first

Next: protein-qc for filtering and ranking.

Install via CLI
npx skills add https://github.com/BioTender-max/ProteinClaw --skill boltz
Repository Details
star Stars 10
call_split Forks 0
navigation Branch main
article Path SKILL.md
More from Creator
BioTender-max
BioTender-max Explore all skills →