After exploring the underlying physics of the cluster-surface analogy, we introduce the concept of "metallic atom". Case studies of the Ni-CO cluster as a model of CO/Ni chemisorption are carried out with UHF,/STO-3G of the so-called atomic ζa and metallic ζm, where ζa is a basis function optimized from the ground state of a Ni atom, while ζm is a modifier of ζa based on the free-electron theory in solid state physics. The calculation results of ζa and ζm are elucidated in the light of more rigorous cluster calculations in the literature.