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materialsframework

PyPI·Infrastructure

materialsframework is a modular Python framework specifically built for deploying, benchmarking, and experimenting with machine learning interatomic potentials (MLIPs). It provides researchers with tools to test and compare different ML models in the context of materials modeling and simulation. The project is open source under the GPL-3.0 license.

Open SourceGPL-3.0CLISelf-hosted
Visit PyPI↗
27stars
4forks
3features
2024since

Overview

3 features

In the Data science & ML workbench space, materialsframework takes a focused approach. Efficiently deploying, benchmarking, and experimenting with machine learning interatomic potentials in materials science research. materialsframework is an open-source project aimed at materials scientists. The project is open source (GPL-3.0). It runs on the command line, and it can be self-hosted.

dogusariturk builds and maintains materialsframework, and it first shipped in 2024. The project is developed in the open on GitHub with 27 stars and 163 commits in the last 90 days. Key capabilities include MLIP benchmarking, modular architecture, and experiment management.

Summary written by a language model from the project’s public pages.

  • ✓MLIP benchmarking
  • ✓Modular architecture
  • ✓Experiment management
Tags
mlipsmaterials-sciencebenchmarking-frameworkinteratomic-potentials

Built with & integrations

Runs on
CLISelf-hosted

Trust & compliance

License
GPL-3.0
Verified signals
✓HTTPS✓Open Source✓GitHub · ★ 27✓Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed4 Aug · 10:54 UTC
    materialsframework verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about materialsframework

What does materialsframework do?
Efficiently deploying, benchmarking, and experimenting with machine learning interatomic potentials in materials science research. It is catalogued under Data science & ML workbench on PulseGate.
Who is materialsframework for?
materialsframework is an open-source project built for materials scientists.
Does materialsframework have a free plan?
Yes — materialsframework is open source under the GPL-3.0 license and free to use.
What platforms does materialsframework run on?
materialsframework runs on the command line. It can also be self-hosted.
Is materialsframework still active?
The GitHub repository shows 163 commits in the last 90 days.
What are alternatives to materialsframework?
Similar projects tracked by PulseGate include MFGLib documentation, MOMENT 1 Small, and isolation-forest-onnx.MFGLib documentationMOMENT 1 Smallisolation-forest-onnx
Who makes materialsframework?
materialsframework is developed by dogusariturk.
When did materialsframework launch?
materialsframework first shipped in 2024.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 27
License
GPL-3.0
Built for
materials scientists
Model
Open source
Solves
Efficiently deploying, benchmarking, and experimenting with machine learning interatomic potentials in materials science research.

Registered as

GitHub
dogusariturk/MaterialsFramework
PyPI
materialsframework

Developer

dogusariturk
Small team
↗ GitHub

Open source

View on GitHub →
Stars
27
Forks
4
Open issues
4
Last commit
4 Aug 2026
Commits 90d
163
Contributors
2
Authorship
Small team
Default branch
main
Latest release
v1.0.0 · 4 Aug 2026

Live coverage

Identity confidence
Low · 64
Indexed
4 Aug 2026
Lifecycle
Alive
Last seen
4 Aug 2026
Identity audit (13)
Slug
materialsframework-pypi-org
Lifecycle state recorded
4 Aug 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
4 Aug 2026
Timeline basis
Indexed-at chronology. This listing's first-seen date was written by the catalog backfill, not observed here, so it is not treated as a sighting.
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
4 Aug 2026
Canonical URL
https://pypi.org/project/materialsframework

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