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Updated: Jun 5, 2026

An Open Source Technology Platform to Manufacture Hydrogel-Based 3D Culture Models in an Automated and Standardized Fashion
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optimade-maker: automated generation of interoperable materials APIs from static datasets.

Kristjan Eimre1,2, Matthew L Evans3,4,5, Bud Macaulay1

  • 1PSI Center for Scientific Computing, Theory and Data 5232 Villigen PSI Switzerland giovanni.pizzi@psi.ch.

Digital Discovery
|June 4, 2026
PubMed
Summary
This summary is machine-generated.

A new toolkit, optimade-maker, automates the creation of APIs for atomistic materials data. This enhances data sharing and interoperability across diverse databases, accelerating materials discovery.

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Area of Science:

  • Materials Science
  • Condensed Matter Physics
  • Computational Chemistry

Background:

  • Atomistic structural data is crucial for materials science, physics, and chemistry.
  • Digitized data is spread across various repositories, hindering interoperability.
  • The OPTIMADE specification aims to standardize API access to materials data.
  • Deploying OPTIMADE services is technically challenging for data providers.

Purpose of the Study:

  • To introduce optimade-maker, a toolkit for automated generation of OPTIMADE-compliant APIs.
  • To lower the technical barrier for data providers to publish interoperable materials data.
  • To facilitate FAIR (Findable, Accessible, Interoperable, Reusable) data practices in materials science.

Main Methods:

  • Developed optimade-maker, a lightweight toolkit for API generation.
  • Implemented data conversion to a standardized OPTIMADE representation.
  • Supported diverse raw datasets and enabled rapid API deployment (local and production).
  • Integrated with Materials Cloud Archive for automated API publishing.
  • Created data transformation pipelines for CSD and ICSD databases.

Main Results:

  • optimade-maker successfully automates the creation of OPTIMADE APIs from raw data.
  • Automated service on Materials Cloud Archive enables immediate data discoverability and interoperability.
  • Unified access to CSD and ICSD data is achieved through the OPTIMADE framework.
  • The toolkit supports a wide range of raw datasets and deployment scenarios.

Conclusions:

  • optimade-maker significantly reduces the technical burden of creating compliant materials data APIs.
  • It promotes a more scalable and FAIR materials data ecosystem.
  • Enables seamless integration of community-contributed and curated databases.
  • Accelerates data-driven materials discovery through enhanced interoperability.