At international level, he features for Faroe Islands U21. His main role on the pitch is Defender.

Across the UEFA European U21 Championship qualification 2025-2027, Jákup Norðoy Vilhelmsen appeared in 6 matches and averaged 0 tackles, 0 interceptions, 0 clearances, and 0 blocked shots per game.