Listen to Jeepers Creepers online. Jeepers Creepers is an English language song and is sung by Louis Armstrong. Jeepers Creepers, from the album One Hundred 100 Jazz Rarities Vol.11 - the Late 30's Part IV, was released in the year 2015. The duration of the song is 2:43. Download English songs online from JioSaavn.