A hybrid structure of fluorine-doped tin oxide (FTO)/titanium dioxide (TiO2)/methylammonium tin triiodide (CH3NH3SnI3)/reduced graphene oxide (RGO) based solar cell has been designed and simulated using SCAPS-1D simulation tool. The three layers of the solar cell have been organized like TiO2 acting as an electron transporting layer (ETL), CH3NH3SnI3 serving as the photon absorption layer, and reduced graphene oxide (RGO) acting as the hole transporting layer (HTL). The thickness of the ETL and HTL layers are maintained at 300 nm each. The absorption layer thickness has been optimized and kept at 450 nm to get enhanced efficiency. The experimental absorption data from the referred articles of the materials are incorporated with the simulation to obtain convincing result. Simulated device parameters, such as efficiency, open-circuit voltage, short-circuit current density, and fill factor have been found to be 19.30 %, 1.070 V, 41.66 mA/cm2, and 43.27 %, respectively at 300 K temperature. Moreover, a study of the absorption layer defect density (109–1017 cm−2) has also been conducted for the device, revealing an almost inverse proportionality with the efficiency of the device. In addition, the device FTO/TiO2/CH3NH3SnI3/RGO has been examined with the various temperature range from 270 K to 400 K. The device, with a high offset band structure and high mobility ETL and HTL layers, shows promising candidate for solar cell applications.