deepGraphh is an open-source web service that features a conglomerate of powerful graph-based neural networks methods, with highly configurable parameters support via the graphical user interface (GUI). It allows models generation, parameter tuning, and testing of the user-supplied query molecules. deepGraphh offers four widely accepted methods for graph-based model generation. These include Graph Convolution Network (GCN), Graph Attention Network (GAT), Directed Acyclic Graph (DAG), and Attentive FP.