msa-structure-prediction-pipeline

Installation
SKILL.md

MSA Structure Prediction Pipeline

Predict protein structures with high accuracy by chaining two BioNeMo NIMs:

Step 1: MSA-Search  →  Step 2: OpenFold3
(Search homologs)       (Predict structure with MSA)

Overview

Why chain these NIMs?

  • MSA-Search finds evolutionary homologs in UniRef30 and ColabFold databases using GPU-accelerated MMSeqs2. The resulting alignment provides crucial evolutionary information.
  • OpenFold3 uses the MSA to improve structure prediction accuracy — especially for sequences where no close homolog exists in PDB.
  • Running MSA-Search first means OpenFold3 gets the full evolutionary context rather than a single-sequence prediction.

Installs
205
GitHub Stars
461
First Seen
Jun 23, 2026
msa-structure-prediction-pipeline — nvidia-bionemo/bionemo-agent-toolkit