Kola nuts contain caffeine, which may explain their popular use in energy tonics. Native to Africa, the nuts of this towering tree are also a traditional medicine having aphrodisiac, stimulant, and cardiotonic properties. The kola nut was once the main ingredient in cola drinks, and rumor has it the the closely guarded trade secret formula of Coke contains kola extract.