Alkali metals are more reactive as they are in group 1 and therefore has only one valence electron. With only one valence electron, its easy for them to achieve inert configuration/ noble gas...
the reason some metals are most reactive than other is that the metal elements with tightly bound electrons are less reactive than those with loosely bound electrons. =)