Released on Less Than Jake's 2002 album Goodbye Blue and White, "Yo-Yo Ninja Boy" exemplifies the band's signature blend of punk energy and melodic pop sensibilities. The track features the group's characteristic vocal harmonies and driving guitar riffs, delivering a high-octane performance that captures the chaotic spirit of their mid-2000s era. As a staple of their discography, the song reflects the band's ability to fuse aggressive rock structures with catchy, anthemic choruses, solidifying their reputation as a prominent force in the alternative rock scene during that period.