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We propose a scheme to construct the multiple-qubit Rydberg quantum controlled-phase gate with one control and multiple target qubits.The proposed quantum logic gate works under the asymmetric-Rydberg-interaction-induced dipole blockade and can be implemented with three operation steps.The most prominent characteristic of the scheme is that the required operation time and steps keep invariant as the number of qubits increases.The Rydberg state leakage and some practical situations are considered.The Lindblad master equation is used to evaluate and verify the feasibility of the scheme.