We characterize the magnetic domains in CoFe/MgO nanolayer patterns deposited on GaAs (001) substrate for a different nanolayer thickness by magnetic force microscopy without an external magnetic field at room temperature. The results show that thickness of the nanolayer patterns and crystallographic orientation of the substrate are still key factors for controlling magnetic domain structures. In addition, the MgO film also plays an important role in adjusting domain structures.