Listen to Jeepers Creepers online. Jeepers Creepers is an English language song and is sung by Louis Armstrong. Jeepers Creepers, from the album Louis Armstrong - The Best Collection, was released in the year 2015. The duration of the song is 3:15. Download English songs online from JioSaavn.