The document emphasizes the importance of reproducibility in cheminformatics and computational chemistry, outlining fundamental requirements for published research, including data, code, and results. It critiques current practices in the field, highlighting a lack of transparency and the need for better access to data and methodologies to enable reproducible research. The discussion also calls for adherence to ethical guidelines to help ensure that scientific claims can be reliably verified.