  The well-posedness and exponential ergodicity are proved for stochastic
Hamiltonian systems containing a singular drift term which is locally
integrable in the component with noise. As an application, the well-posedness
and uniform exponential ergodicity are derived for a class of singular
degenerated McKean-Vlasov SDEs.
