ml-foundation-potentials

Installation
SKILL.md

Foundation Potentials Selection

Goal

Select the appropriate machine learning interatomic potential (MLIP) for a given atomistic simulation task, balancing accuracy, computational cost, and material composition.

Model Selection Guide

[!NOTE] This list is not exhaustive. For a full list of available pre-trained checkpoints, refer to the load_model function documentation for each respective MCP server.

MatGL Models

Environment: matgl-agent

Installs
6
GitHub Stars
176
First Seen
Jun 19, 2026