•Cu-Ni bimetallic catalyst was supported by graphene derivatives to explore the reaction mechanisms of CO2hydrogenation to methanol.•Ni would promote or inhibit the reduction of Cu2+on different carriers.•These catalysts could reduce the activation energies about 40 %.•Compared with other literatures, these catalysts could increase the adsorption quantity of CO2and methanol selectivity.