Listen to Jeepers Creepers online. Jeepers Creepers is an English language song and is sung by Louis Armstrong. Jeepers Creepers, from the album The Jazz Mood, Vol.1 (100 Best Jazz Tracks Remastered), was released in the year 2012. The duration of the song is 2:43. Download English songs online from JioSaavn.