Listen to Jeepers Creepers online. Jeepers Creepers is an English language song and is sung by Louis Armstrong. Jeepers Creepers, from the album Best of Jazz 100 Jazz Hits, was released in the year 2015. The duration of the song is 2:38. Download English songs online from JioSaavn.