Introduction Rock shear strength parameters are critical for assessing slope stability, excavation safety, and tunnel design. Traditional approaches often rely on empirical correlations or single-model predictions that struggle with complex, nonlinear relationships in geological data. This article presents a novel prediction framework that integrates data-driven modeling with interpretability analyses to predict rock shear strength parameters…