“ALL KILLER NO FILLER” is a heavy track with significant metal and hard rock influence, as well as nihilistic and radical lyrics, backed by a concise lead guitar rhythm and a grim background guitar. The main guitar riff is sampled from nu-metal band Flaw’s August 2002 song, “Get Up Again.”

Furthermore, the song is titled after Canadian rock outfit Sum 41’s May 2001 debut album, All Killer No Filler—the cover of which inspired the TOXIC BOOGALOO cover.