The club started its existence in the early 1870s as Glenbuck Athletic, founded by Edward and William Bone, with a strip of white jersey and black shorts. The name "Cherrypickers" is of obscure origin, beginning as a nickname in the first years of the 20th century, but may have derived from local men from Glenbuck or Muirkirk serving in the 11th Hussars (The "Cherry Pickers") in the Boer War. Another possible source was the fact that almost all of the men associated with the club, players and officials, worked in the local pits where one of the jobs was sorting the good coal from stones and other material as it passed on a conveyor belt. The lumps of good coal had to be picked out and the workers who performed that task were known as cherry-pickers.