Abstract: Shared energy storage with cooling, heating and power coupling can more significantly improve the utilization efficiency and accommodation level of multi-energy sources in microgrids. However, the multi-energy coupled shared energy storage further increases the difficulty of coordinated operation among multi-microgrids. Therefore, a coordinated optimization model of mixed microgrid multi-agent game is proposed considering multi-energy coupled shared energy storage. First, the model is carried out around the multi-energy coupled shared energy storage, and the operation model of the components is constructed from three dimensions of cooling, heating and power. Then, a two-layer coordinated scheduling model of mixed microgrid game is proposed considering the collaboration of multi-energy coupled shared energy storage. The upper layer is an intraday electricity price optimization model for microgrid operators based on Stackelberg game, which aims at maximizing the microgrid operators’ intraday revenues, and provides a responsive electricity price for the lower collaborative operation with the comprehensive consideration of the upper and lower constraints on the electricity price and the constraints on the average of the purchase and sale prices. The lower layer is a cooperative operation strategy model based on cooperation game, which takes the cooperation cost of producers and sellers and shared energy storage as the goal, comprehensively considers the upper and lower limits of unit output constraints and power balance constraints, and provides feedback cooperation cost for the upper layer to guide the optimization and adjustment of electricity price. Then, the change rate of electricity price is used as the convergence criterion, and the bifurcation method is used to deal with the constraints of electricity price to accelerate the model solution in the mixed game model solution. Finally, the effectiveness of the proposed method is verified by using a microgrid system with the multi-agent coordinated optimization.