With FR Yugoslavia, Kapisoda won two bronze medals at the World Championships (1999 and 2001). He also participated in the 2000 Summer Olympics and 2006 European Championship. After the split of Serbia and Montenegro, Kapisoda represented Montenegro at the 2008 European Championship and 2013 World Championship.