Listen to Come Pick Me Up online. Come Pick Me Up is an English language song and is sung by Superchunk. Come Pick Me Up, from the album While No One Was Looking: Toasting 20 Years Of Bloodshot Records, was released in the year 2014. The duration of the song is 4:00. Download English songs online from JioSaavn.