ml-generative-adit

Official

Generate new crystals and molecules with ADiT.

Authorlearningmatter-mit
Version1.0.0
Installs0

System Documentation

What problem does it solve?

It enables rapid generation of novel atomistic structures—both periodic crystals and non-periodic molecules—so researchers can expand candidate sets for downstream simulation and screening instead of relying only on hand-designed starting points.

Core Features & Use Cases

  • Crystal structure generation (CIF): Produces periodic materials candidates from the MP20 learned distribution using ADiT’s latent diffusion model.
  • Molecule generation (XYZ): Produces non-periodic molecular candidates from the QM9 learned distribution using the same unified model.
  • Workflow integration: Feeds generated structures directly into relaxation, stability checks (e.g., E_hull), and property prediction steps.

Quick Start

Use the ADiT MCP tool to generate 10 crystal structures into your chosen output directory.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: ml-generative-adit
Download link: https://github.com/learningmatter-mit/AtomisticSkills/archive/main.zip#ml-generative-adit

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