At the international level, he represents Faroe Islands U21. He plays primarily as a Defender.

Throughout the UEFA European U21 Championship qualification 2025-2027, Jákup Norðoy Vilhelmsen featured in 6 matches, averaging 0 tackles, 0 interceptions, and 0 clearances per game, while blocking 0 shots per game.