Listen to Anchors Aweigh online. Anchors Aweigh is an English language song and is sung by Michael Penn. Anchors Aweigh, from the album Girls, Vol. 3 (Music From The HBO Original Series), was released in the year 2016. The duration of the song is 2:33. Download English songs online from JioSaavn.