  The small mass limit is derived for a McKean-Vlasov equation subject to
environmental noise with state-dependent friction. By applying the averaging
approach to a non-autonomous stochastic slow-fast system with the microscopic
and macroscopic scales, the convergence in distribution is obtained.
