In COSMO, we do our best to make our research open, reproducible and FAIR (Findable, Accessible, Interoperable and Reusable). 
The codes and datasets that are generated as a product of the group’s scientific activities are disseminated according to an Open Science philosophy. A good way to get introduced to the software we develop is to visit the atomistic cookbook, a collection of “computational” recipes to solve many materials modeling problems, often based on our programs.
Github repositories
The Lab COSMO GitHub organization hosts several repositories for actively-developed software, including among others chemiscope, FlashMD, torch-pme and the UPET universal ML models. The projects with active documentation pages are also collected on the COSMO package index. We are grateful to the many current and past COSMO members who contributed to the development and maintenance of these packages. In addition, COSMO is also contributing to projects hosted in separate organizations such as i-PI, and metatensor (comprising several components forming the metatensor ecosystem).
Online tools
During these years, we have also developed the following online tools for working with materials data. No download or installation is needed. Just click-and-run!
- Chemiscope: interactive structure/property explorer for materials and molecules.
- ShiftML: chemical shifts in molecular solids by machine learning.
- AlphaML: machine learning of molecular polarizabilities.
- GLE4MD: colored-noise thermostats for molecular dynamics.
Open data
Since 2020, all the relevant datasets, input files and scripts or notebooks generated and employed alongside paper publications are uploaded on the Materials Cloud Platform – born under the auspices of the Swiss NCCR Marvel, the European MAX Centre of Excellence for Supercomputing Applications, and EPFL – or, for largest records, on Zenodo, a service offered and funded by CERN and EU (OpenAIRE), and currently the largest scientific repository for software. The collection of COSMO-related repositories can be found here (Materials Cloud) or here (Zenodo, keywords: “lab-cosmo”). All these records are versioned and citable via a uniquely assigned DOI.