Listen to Come Go With Me online. Come Go With Me is an English language song and is sung by Maurice Williams and The Zodiacs. Come Go With Me, from the album Doo-Wop Meets Beach Music, was released in the year 2012. The duration of the song is 3:36. Download English songs online from JioSaavn.