Mrázek helped lead the senior Czechoslovakia national team to a EuroBasket gold medal at the EuroBasket 1946, as well as to three EuroBasket silver medals, in 1947, 1951, and 1955. Mrázek was the MVP and top scorer of EuroBasket 1951. He also represented Czechoslovakia in two Summer Olympic Games, in 1948 and 1952.