Although some force field parameterization tools already exist, the full process of force field development has not been automated. For example, the parameterization software ForceBalance advanced the field by automating the adjustment of force field parameters against experimental and theoretical observables with a gradient-based optimizer. However, the researcher must still address not only how to weight the components of the objective function but also the fundamental question of what atom types to use.