The multi_normal lpdf relies on autodiff but the multi_normal_cholesky has derivatives. It makes sense to just call multi_normal_cholesky once the Cholesky decomposition is taken of the covariance matrix in the multi_normal_lpdf to take advantage of those derivatives.
This should be a simple fix.