Guri was called up to the Albania U19 side for the 2012 UEFA European Under-19 Championship qualification. He made his debut on 5 October 2011 in the 1–0 defeat to Denmark, where he played for 57 minutes. He went on to play the remaining two matches as Albania finished the Group 12 in the third position, failing to secure a spot for 2012 UEFA European Under-19 Championship.