The DrugEx package offers a set of predefined property calculations that can be used as objectives in the scoring environment. These components are summarised in section S3 and include functions to compute ligand or lipophilic efficiencies from affinity predictions, a variety of similarity measures to a reference structure, estimations of (retro)synthetic accessibility and a plethora of physicochemical descriptors.