Cao Cao (155-220 CE) was the cunning warlord of the Three Kingdoms era. The saying comes from 《
三国演义》 (Romance of the Three Kingdoms), where messengers urging Emperor Xian to summon Cao Cao for protection find that Cao Cao's army has already arrived — proverbial for someone showing up the instant they're mentioned.