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In recent years, with the rapid increase in the complexity of project management, most traditional models for solving resource constrained project scheduling problems (RCPSP) can't handle real-world project scheduling well, thus experts and scholars have developed several multi-agent based RCPSP models. In this paper, we first point out the advantage of multi-agent system in solving RCPSP. Then, we review representative multi-agent methods on resource constrained project scheduling. Finally, we propose some future research directions of the multi-agent methods solving these problems.