In additions, the properties of solid state Li ion conductors for all-solid-state lithium batteries is strongly affected by their defect structures as well. Due to its better safety characteristics, solid-state lithium battery may use more reactive anode, such as Li. Thus, it is extremely crucial to find a stable solid electrolyte when the high-capacity Li anode is used. In our study, the stability of perovskite-based La0.50Li0.50TiO3, NASICON-based Al-doped LiTi2(PO4)3, and garnet-based Li7La3Zr2O12 against metallic Li were investigated. After La0.50Li0.50TiO3 reacted with Li, the electron injection accompanied by the incorporation (insertion) of Li ion into vacant cation sites was likely to take place. The apparent reduction of tetravalent Ti into trivalent Ti was observed in La0.50Li0.50TiO3. On the other hand, Al-doped LiTi2(PO4)3, and garnet-based Li7La3Zr2O12 are much more stable when Li anode is used. For these solid electrolytes, the difference in stability against metallic Li may be rationalized based on their defect structures and corresponding atomic arrangements.