In this manuscript presents an efficient hybrid approach for fast and efficient MPPT in WECS. The system has MPPT based control of Switched Reluctance Generator (SRG) containing a hybrid Meta-heuristic algorithm. The hybrid proposed method is joint implementation of Mayfly Algorithm (MA) and Transient Search Optimization (TSO) named as enhanced MATSO (EMATSO) method. The reduction of speed error is the main aim of the proposed method. Depend on direct variation and quadrature current parameters the MA method is proposed to stimulate the maximum gain parameters of proportional integral (PI) controller with lowest error function. Here, the MA search behavior is enhanced using the efficient TSO algorithm. Based on speed variation of generator using MPPT method and loss reduction method the direct axis set point and the quadrature axis current parameters of WECS are developed. The proposed EMATSO method has enhanced the efficiency of the WECS with this proper control. At last, the proposed model is updated on MATLAB/Simulink platform and performance is compared to other methods like GA, ALO, TSA and MA