We generalize earlier results with Marinescu to families of Bochner Laplacians. This particularly leads to the fiberwise expansion for families of Bergman kernels of horizontally semi-positive index bundles. The proof uses Ma-Zhang's description for the curvature of the index bundle as a fiberwise Toeplitz operator. Joint work with X. Ma and G. Marinescu.