mat-surface-adsorption

Official

Compute MLIP adsorption energies fast

Authorlearningmatter-mit
Version1.0.0
Installs0

System Documentation

What problem does it solve?

It computes adsorption energies for adsorbate–surface combinations so you can predict binding stability without running full DFT for every configuration.

Core Features & Use Cases

  • Adsorption energy calculation: Evaluates (E_{ads}=E_{adsorbate+slab}-E_{slab}-E_{adsorbate}) from relaxed MLIP energies.
  • Automated surface workflow: Relaxes bulk (optional), generates a slab from Miller indices, relaxes the clean slab, places the adsorbate at candidate sites, and relaxes each adsorbate–slab geometry.
  • Site enumeration and ranking: Identifies multiple adsorption sites (e.g., ontop/bridge/hollow) and reports the most stable site plus per-site energies.
  • Common use cases: Screening adsorbates on catalytic surfaces, comparing facets, and benchmarking model-driven adsorption energetics with reusable inputs.

Quick Start

Use the following command to calculate adsorption energies for an adsorbate on a specified surface facet with an MLIP model: python .agents/skills/mat-surface-adsorption/scripts/calculate_adsorption.py --bulk path/to/bulk_structure.cif --adsorbate path/to/adsorbate.xyz --miller_index '[1,1,1]' --model_type fairchem --model_name EquiformerV2-31M-S2EF-OC20-All+MD --output_dir research/adsorption_run

Dependency Matrix

Required Modules

None required

Components

scripts

💻 Claude Code Installation

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Please help me install this Skill:
Name: mat-surface-adsorption
Download link: https://github.com/learningmatter-mit/AtomisticSkills/archive/main.zip#mat-surface-adsorption

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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