Hepatic glycogen is the main source of blood glucose and controls the intervals between meals in mammals. Hepatic glycogen storage in mammalian pups is insufficient compared to their adult counterparts; however, the detailed molecular mechanism is poorly understood. Here, we showed that, similar to glycogen storage pattern, N6-methyladenosine (m6A) modification in mRNAs gradually increases during the growth of mice in liver. Strikingly, in the liver-specific Mettl3 knockout mice, loss of m6A modification disrupts liver glycogen storage. On the mechanism, we screened and identified that glycogen synthase 2 (Gys2) plays a critical role in m6A-mediated regulation of liver glycogen storage. Furthermore, IGF2BP2, as a “reader” of m6A, stabilizes the mRNA of Gys2. More importantly, reconstitution of GYS2 rescues liver glycogenesis in Mettl3-cKO mice. Collectively, a METTL3-IGF2BP2-GYS2 axis, in which METTL3 and IGF2BP2 regulate glycogenesis as “writer” and “reader” respectively, plays a critical role on maintenance of liver glycogenesis in mammals.