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

Across 3 appearances in the CAF African Nations Championship 2024-2025, Mohamed Bangoura registered 1 goals and 0 assists, while completing 2 key passes out of 73 total passes with a passing accuracy of 21.3.