Born in Douala, Mughe is a Cameroon youth international winger who has made seven first-team appearances with one goal at Olympique de Marseille over the last two seasons, including two appearances in UEFA competitions against Panathinaikos and Ajax. He joined AKFC on loan in January 2025.