At T = 0 the Fermi energy is equal to the chemical potential μ. This zero temperature limit is intrinsically quantum mechanical, because all states below the Fermi level have occupation number equal to 1, and above the Fermi level have occupation number equal to 0.
So what will be the chemical potential of the system (metal or noninteracting fermions) at temperature T.?