In this Communication, we present the first application of GCNCMC to the simulation of fragment-protein binding. We first provide a validation, by verifying that GCNCMC simulations accurately reproduce a simple ensemble property -bulk concentration of a solute in water. This is critical in ensuring the method, and its implementation, are working as intended.