We derive a universal formula for the overlaps between integrable matrix product states (MPS) and Bethe eigenstates in \( {\mathfrak{gl}}_N \) symmetric spin chains. This formula expresses the normalized overlap as a product of a MPS-independent Gaudin-determinant ratio and a MPS-dependent scalar factor constructed from eigenvalues of commuting operators, defined via the K-matrix associated with the MPS. Our proof is fully representation-independent and relies solely on algebraic Bethe Ansatz techniques and the KT-relation. We also propose a generalization of the overlap formula to \( {\mathfrak{so}}_N \) and \( {\mathfrak{sp}}_N \) spin chains, supported by algebra embeddings and low-rank isomorphisms. These results significantly broaden the class of integrable initial states for which exact overlap formulas are available, with implications for quantum quenches and defect CFTs.
