Listen to Jeepers Creepers online. Jeepers Creepers is an English language song and is sung by His Orchestra and Louis Armstrong. Jeepers Creepers, from the album The Great 1920s & Swingin' Gatsby 20s Classics - 100 Classic Speakeasy Jazz Hits from the Gatsby Inspired Roaring Twenties, was released in the year 2013. The duration of the song is 2:38. Download English songs online from JioSaavn.