So according to Wikipedia, the Three Percenters’. (a gun advocacy group) name derives from the claim that only 3% of American colonists took up arms against the Great Britain during the American Revolution. Is this claim true?
This answer by /u/lord_mayor_of_reddit specifically addresses the source of the 3% claim itself and links to several in-depth posts on the actual portion of the colonial population that would have fought.