SMARTY and SMIRKY are prototypes created as a part of the Open Force Field Initiative, which aims to create open source parameterization tools that can provide accurate force fields without human experts being required in the parameterization process. The overall initiative is expected to have a significant impact on the quality of biophysical modeling and molecular design for a variety of fields, and facilitate force field science.