Hetero-and homonuclear dimetallocenes of group 2 (alkaline earth) and zinc metals, CpMM′Cp (M = Be, Mg, Ca, Sr, Ba, Zn), have been systematically investigated using quantum chemical calculations with a focus on novel metal−metal bonding, electronic structure, and stability. The metal−metal bonding is generally low-valent covalent bonding between M(I) centers. All BeM complexes along with MgMg, CaCa, CaSr, CaBa, SrSr, and BaBa metallocenes are stable with respect to dissociation, with loss of a neutral metal atom being the most favorable dissociation pathway. As an indicator of electronic stability, the largest highest occupied molecular orbital (HOMO)−lowest unoccupied molecular orbital (LUMO) gaps are calculated for the Be-containing (BeBe, BeZn, BeMg; 3.17−5.95 eV) and MgMg (4.84 eV) metallocenes. Remarkably, CpBeBeCp with the first Be−Be bond has just been isolated [Science 2023[Science , 380, 1147[Science −1149, with CpBeZnNacnac representing the first Be−Zn bond. The BeZn and BeMg metallocenes are promising targets for isolation, which would represent the first isolated Be−Mg covalent bond. Quantum theory of atoms in molecule (QTAIM) calculations highlight novel metal−metal bonding with BeBe, MgMg, CaCa, and SrSr metallocenes, with a non-nuclear local maximum in their electron density, termed a "non-nuclear attractor" (NNA) or "pseudoatom". CpBeBeCp is unique in potentially having two NNAs in the Be− Be bond that contains 1.4 electrons that are delocalized and weakly bound. The metal−metal bonds are not just a simple bond with one bond critical point but rather by a bond exhibiting the more complex feature of two (or more) bond critical points mediated by pseudoatoms. The implications for bonding and reducing the reactivity of CpBeBeCp are discussed.