Methylammonium Silicon Iodide (MASiI3), a novel perovskite material, has recently garnered significant attention for its potential to enhance the stability of solar cells. However, MASiI3-based perovskite solar cells (PSCs) have yet to achieve high performance. In this study, we utilized SCAPS-1D device modeling to investigate and optimize the performance of MASiI3-based PSCs, focusing on several key parameters. Our optimization efforts included the electron and hole transport layers (ETL and HTL), their respective thicknesses, doping densities (ND and NA), the TiO2/MASiI3 and MASiI3/Cu2O interface layers, series and shunt resistances, the metal back contact, and the influence of temperature. Through comparative analysis of various prospective materials, we identified TiO2 as the optimal ETL and Cu2O as the optimal HTL due to their superior band alignment. Our findings also highlighted the critical role of ambient temperature in maximizing power conversion efficiency (PCE). The proposed ETL and HTL materials demonstrated effective charge transport properties, contribute to enhanced device performance. Our optimized device achieved a Voc of 0.896 V, a Jsc of 42.47 mA/cm2, an FF of 76.94 %, and a remarkable PCE of 29.29 %. These results underscore the potential of MASiI3-based PSCs when utilizing TiO2 and Cu2O as charge-carrying materials and pave the way for further advancements in perovskite solar cell technology.