Caffeine, the primary active compound in coffee, acts as an adenosine receptor antagonist, blocking adenosine's vasodilatory effects and potentially reducing cerebral blood flow. Its sympathomimetic properties can constrict cerebral blood vessels and modulate pain perception, which may help alleviate the intense, short-duration pain characteristic of cluster headaches. Additionally, caffeine enhances the analgesic effects of other medications when co-administered.