maml

The premium Open Source alternative to Citrine Platform

🎯 Best for:Developers building custom machine learning pipelines for materials discovery.
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BSD-3-ClauseLicense

What is maml?

Replaces closed-source materials informatics platforms for property prediction. Provides a unified Python interface for materials descriptors and deep learning force fields.

Tech Stack
Jupyter NotebookChemistry & Materials

Why maml?

  • Broad range of materials descriptors
  • Modular design for easy extension
  • Strong community backing from Materials Project

Limitations

  • Steep learning curve for non-programmers
  • Documentation can be fragmented
  • Dependency on specific versions of pymatgen
2/24/2026
Last Update
94
Forks
12
Issues
BSD-3-Clause
License
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Competitor Cost
-$1,440
/ year (est. based on Citrine Platform)
Self-Hosted
$0
/ year
Team Size10 Users
150+
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