Akanni played for the Nigeria national under-20 football team that won the bronze medal at the 1985 FIFA World Youth Championship finals in the Soviet Union. He would also play for the senior Nigeria national football team, appearing in a 1988 African Cup of Nations qualifying match against Sierra Leone and a 1990 FIFA World Cup qualifying match against Cameroon.