A systematic review of 61 Mendelian randomization studies found limited and inconsistent genetic evidence that general physical activity causally improves mental health or cognitive outcomes; 30 studies reported only null or directionally opposite findings. More consistent evidence emerged for aerobic exercise and reduced depression risk, and for physical fitness traits, particularly muscle strength and muscle mass, in relation to better mental and cognitive health, although methodological limitations prevent definitive causal conclusions.