This study focuses on the numerical modeling of methylammonium lead halide (MAPbl3-XClX) based perovskite solar cells (PSCs) under optimal conditions. The selection of two perovskite materials, MAPbl3-XClX and MAPbI3+Ti3C2, as the light absorber is advantageous due to their ability to achieve a broader absorption spectrum, with both materials having a bandgap in the range of 1.55 eV–1.6 eV, which is comparable to that of methylammonium lead iodide (MAPbI3). While these materials still contain lead and thus share the same toxicity concerns, the introduction of MXenes like Ti3C2 enhances stability, improves charge transport, and increases overall efficiency, making them more viable for long-term applications. To further enhance device efficiency, selecting stable and high-performing carrier transport materials (CTMs) is a key strategy. Among the proposed options, the combination of Spiro-OMeTAD and ZnO as CTMs, along with an optimized thickness of the MAPbl3-XClX and MAPbI3+Ti3C2 layers, resulted in a higher power conversion efficiency (PCE) of 27.12 % under AM1.5 photo illumination. Moreover, minimizing defects in PSC devices is crucial for further optimization and future advancements.