Earthquake surface ruptures are a hazard for infrastructure and life that requires proper assessment. We use a physics-based earthquake cycle simulator to derive fault displacement hazard statistics in a test fault system and their dependence to fault geometry. Our results show that more complex fault geometries increase surface rupture probabilities and might improve the agreement with observations. Earthquake cycle simulators are thus a promising tool for fault displacement hazard analyses.