MolScore can be used to design multi-parameter objectives for practical use in real-world drug design coupled with a generative model of choice. While MolScore is not in itself a benchmark suite, it can be used to share and run standardised objectives that may be proposed as challenging benchmark tasks for the field. In addition, MolScore contains two graphical user interfaces (GUIs) to aid user experience in both writing configuration files and analysing generated de novo molecules. Table shows a high-level comparison of MolScore compared to existing software/benchmarks solutions.