Utilizing high-quality database and Directed Message Passing Neural Network (DMPNN) architectures, ChemFH enhances the efficiency of drug R&D by achieving reliable detection of frequent hitters in colloidal aggregate, firefly luciferase reporter enzyme inhibition, fluorescence, chemical reactivity, and promiscuity.