Finally, we have created a standalone software package (publicdatadownloader) that allows users to easily download any set of valid MRIs from the supported repositories. While we have demonstrated direct use of publicdatadownloader in the Classical Molecular Networking workflow, as a Python-based command line tool, integration into any other workflow can be achieved.