Supplements like magnesium, riboflavin (vitamin B2), and melatonin may help reduce cluster headache frequency and intensity by modulating neurological pathways, stabilizing mitochondrial function, and regulating neurotransmitter and hormonal systems. These supplements potentially work through mechanisms such as reducing neurogenic inflammation, improving cellular energy metabolism, and balancing neurotransmitter activity in brain regions associated with headache pathogenesis.