fairchem

Installation
SKILL.md

FAIRChem Skill

This skill provides expert guidance for using FAIRChem (formerly OCP - Open Catalyst Project), Meta's FAIR Chemistry library of machine learning methods for materials science and quantum chemistry.

When to Use This Skill

Use this skill when:

  • Using ML potentials for materials and molecular simulations
  • Running fast geometry optimizations with pretrained models
  • Performing large-scale MD simulations
  • Calculating energies and forces without DFT
  • Working with the UMA (Universal Materials Algebra) models
  • Needing predictions for catalysis, molecules, crystals, or MOFs
  • Integrating ML models with ASE workflows
  • Scaling calculations across multiple GPUs

What is FAIRChem?

Installs
1
Repository
jkitchin/skillz
GitHub Stars
37
First Seen
Jul 2, 2026
fairchem — jkitchin/skillz