mat-elemental-energies

Retrieve precomputed ground-state elemental energies from MLIP energy libraries.

144|21|Updated Jan 8, 2026
One-click install
npx skills add https://github.com/learningmatter-mit/AtomisticSkills --skill mat-elemental-energies
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: mat-elemental-energies
Source: https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/mat-elemental-energies
Command: npx skills add https://github.com/learningmatter-mit/AtomisticSkills --skill mat-elemental-energies

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and assets (resource) components.

What problem does it solve?

It eliminates repeated structure relaxations for elemental reference states by providing a consistent library of ground-state phases and precomputed reference energies from multiple MLIPs.

Core Features & Use Cases

  • Ground-state reference library: Supplies the most stable elemental phase per element (H–Lr) using Materials Project ground-state selection rules.
  • Multi-checkpoint energy retrieval: Returns reference energies for any requested element set given an MLIP checkpoint (library files follow a <checkpoint>_energies.json convention).
  • Formation-energy ready (eV/atom): Provides energies stored as eV/atom, suitable for downstream formation energy and thermodynamics calculations.

Quick Start

Ask your agent to retrieve the reference energies for Li, Fe, and O using the mace-mp-medium checkpoint.

Frequently Asked Questions about mat-elemental-energies

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I get ground-state elemental energies for formation energy calculations?

You can retrieve ground-state elemental energies by requesting reference values for a specific element list and MLIP checkpoint. The Skill returns precomputed energies in eV/atom from a JSON library, eliminating the need for repeated structure relaxations.

What are thermodynamic reference energies and why do I need them for MLIPs?

Thermodynamic reference energies are the stable ground-state phase energies used to calculate formation energies. Using a precomputed MLIP energy library ensures consistent element phase selection across multiple checkpoints without running new relaxations.

How do I retrieve reference energies for specific elements using an MLIP checkpoint?

Provide your agent with a list of elements and the checkpoint name. The Skill looks up the corresponding checkpoint_energies.json file in its resources directory and returns the matching ground-state energies in eV/atom.

Does this reference energy library support all elements from H to Lr?

Yes, the ground-state elemental energy library supports all elements from H to Lr. It uses Materials Project ground-state selection rules to supply the most stable elemental phase for each element.

Can I use these elemental energies for downstream thermodynamics calculations?

Yes, the retrieved elemental energies are stored in eV/atom, making them directly suitable for downstream formation energy and thermodynamics calculations across multi-checkpoint MLIPs.

Why do I need consistent elemental phase selection for multi-checkpoint MLIPs?

Consistent elemental phase selection prevents reference state mismatches when comparing energies across different MLIP checkpoints. This library standardizes ground-state phases using Materials Project rules to ensure valid formation energy calculations.