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README.md

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## Contents
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- [Software and products](#software-and-products)
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- [Cloud simulation platforms](#cloud-simulation-platforms)
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- [Cloud simulation platforms and AI startups](#cloud-simulation-platforms-and-ai-startups)
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- [Machine-readable materials datasets](#machine-readable-materials-datasets)
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- [Standardization initiatives](#standardization-initiatives)
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- [Similar compilations](#similar-compilations)
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- [xtal2png](https://github.com/sparks-baird/xtal2png) - **Python** package for invertibly representing crystal structures as PNG images for screening state-of-the-art image-processing generative models. [![Github Stars](https://img.shields.io/github/stars/sparks-baird/xtal2png?style=social)](https://github.com/sparks-baird/xtal2png)
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## Cloud simulation platforms
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## Cloud simulation platforms and AI startups
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- [Absolidix](https://absolidix.com) - An early preview of the on-demand cloud simulations of materials from **MPDS** (PAULING FILE) with **AiiDA** framework.
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- [AiiDAlab](https://www.materialscloud.org/aiidalab) - Web platform & GUI for AiiDA in the Cloud (_cf._ **AiiDA** framework).
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- [Atomic Tessellator](https://atomictessellator.com) - Computational chemistry cloud and AI lab from New Zealand (_proprietary_).
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- [Compular](https://compulartech.com) - New materials development cloud from Sweden (_proprietary_).
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- [Ångström AI](https://www.angstrom-ai.com) - Accelerating molecular simulation using generative AI (California, USA).
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- [Atomic Tessellator](https://atomictessellator.com) - Computational chemistry cloud and AI lab from New Zealand.
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- [Compular](https://compulartech.com) - New materials development cloud from Sweden.
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- [CuspAI](https://www.cusp.ai) - Combat Climate Change with AI-Designed Materials (Cambridge, UK).
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- [Entalpic](https://entalpic.ai) - AI-driven company for discovering new chemical processes and materials (France).
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- [LMDS](https://lmds.liverpool.ac.uk) - The Liverpool materials discovery server hosts computational tools to help experimental chemists search for new materials.
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- [Mat3ra](https://www.mat3ra.com) - Materials Modeling 2.0 (_proprietary_ cloud engine from Silicon Valley). [![GitHub followers](https://img.shields.io/github/followers/Exabyte-io?style=social)](https://github.com/Exabyte-io)
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- [MatCloud](http://matcloud.cnic.cn) - Cloud-based computational infrastructure of the Chinese Materials Genome Project (_proprietary_, China).
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- [Materials Square](https://www.materialssquare.com) - Ab initio and CALPHAD simulations cloud (_proprietary_, South Korea).
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- [Matlantis](https://matlantis.com) - Accelerated materials discovery platform (_proprietary_, Japan). [![GitHub followers](https://img.shields.io/github/followers/matlantis-pfcc?style=social)](https://github.com/matlantis-pfcc)
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- [Quantistry Lab](https://quantistry.com/en/product) - Cloud-based simulations of syntheses, designing novel materials, computational chemistry (_proprietary_, Germany).
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- [SIT Rolos](https://rolos.com) - Research platform for materials from Schaffhausen Institute of Technology (_proprietary_, Switzerland).
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- [Mat3ra](https://www.mat3ra.com) - Materials Modeling 2.0 (cloud engine from Silicon Valley). [![GitHub followers](https://img.shields.io/github/followers/Exabyte-io?style=social)](https://github.com/Exabyte-io)
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- [MatCloud](http://matcloud.cnic.cn) - Cloud-based computational infrastructure of the Chinese Materials Genome Project (China).
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- [Materials Square](https://www.materialssquare.com) - Ab initio and CALPHAD simulations cloud (South Korea).
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- [Matlantis](https://matlantis.com) - Accelerated materials discovery platform (Japan). [![GitHub followers](https://img.shields.io/github/followers/matlantis-pfcc?style=social)](https://github.com/matlantis-pfcc)
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- [Orbital Materials](https://orbitalmaterials.com) - Advanced materials, made with AI (UK).
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- [Radical AI](https://www.radical-ai.com) - Accelerating materials R&D (New York, USA).
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- [Quantistry Lab](https://quantistry.com/en/product) - Cloud-based simulations of syntheses, designing novel materials, computational chemistry (Germany).
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- [SIT Rolos](https://rolos.com) - Research platform for materials from Schaffhausen Institute of Technology (Switzerland).
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## Machine-readable materials datasets

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