Robinson-Earl played for the United States under-18 basketball team at the 2018 FIBA Under-18 Americas Championship in Canada. He helped his team win the gold medal. At the 2019 FIBA Under-19 World Cup in Greece, Robinson-Earl averaged 12.7 points and 6.3 rebounds per game, helping his team win the gold medal.