Listen to Jeepers Creepers online. Jeepers Creepers is an English language song and is sung by Lars Gullin with Chet Baker. Jeepers Creepers, from the album Soul Essentials, A Night in Tunisia: The Best of Bebop and Swing Jazz, was released in the year 2013. The duration of the song is 7:14. Download English songs online from JioSaavn.