  The work concerns about multiscale McKean-Vlasov stochastic systems. First of
all, we prove an average principle for these systems in the $L^2$ sense.
Moreover, a convergence rate is presented. Then we define the nonlinear
filtering of these systems and establish a limit theorem about nonlinear
filtering of them in the $L^2$ sense.
