Solar absorbers are used in many different applications to collect solar energy. The Rectangular-Shaped with Thin Wire MXene-based resonator (RSWTWMR) is a unique solar absorber design that is proposed in this study. Aluminium and MXene are the materials used in the substrate and resonator layers of the RSWTWMR, respectively. MXene allows for the absorption of a large amount of solar light because of its remarkable absorption qualities and unique optical properties. The MXene-based resonator has a unique design with a thin wire and a rectangular box that makes it insensitive to polarization. RSWTWMR shows an astounding 95.67 % average absorption over three different wide bands. It is noteworthy that the absorption values in the 920 nm and 720 nm bandwidths exceed 90 % and 94 %, respectively. In addition, the absorption is more than 96 % at wavelengths of 550 nm. Additional research examined how well the system performs in air mass (AM1.5) conditions and examined how different factors, such as substrate and resonator thickness, affect absorption properties. Furthermore, the research looks at the impact of an angle of incidence, which is unaffected between 0 and 70°. This study suggests the RSWTWMR solar absorber has great promise for applications in solar energy harvesting.