A Jupyter notebook (and Flask web application) for predicting binding affinity of compounds to the MCT8 (SLC16A2) thyroid-hormone transporter using neural-network–enhanced molecular docking (Gnina), to flag candidate Molecular Initiating Events in the developmental thyroid-toxicity case study.