At the international level, he represents Burundi. He plays primarily as a Midfield.

Across 8 appearances in the FIFA World Cup qualification (CAF) 2026, J. Girumugisha registered 1 goals and 1 assists, while completing 1 key passes out of 1 total passes with a passing accuracy of 0.1.