The open source software stack that supports the development of our force fields includes several components. The most crucial of these are workflows for generation of QM datasets (including optimized geometries, torsion scans, and vibrational frequencies), a publicly accessible database with seamless data retrieval, force field optimizer, and benchmarking infrastructure. A summarized list of major software components that are used in building our force fields is: