 Meléndez was also head coach of the Colombian national team and coached them to a fifth-place finish in the Copa América 1945 and in 1947 to an 8th-place finish.He was also head coach of Atletico Junior in the early 1940s, who were runners-up in the first championship league football in 1948.Meléndez died on 20 May 2000.