Wellbore borehole competence assessment presents considerable challenges throughout drilling operations . Unstable formations can lead to collapse , increased hole widening, and stuck pipe, resulting in substantial delays and potential safety hazards. Factors influencing borehole stability include rock mechanical properties, fluid pressure, mud cha