Effective CO2 capture is essential for mitigating emissions from hard-to-decarbonize industries such as cement and steel. The flue gas streams from these facilities are usually at high temperature (> 100-150 °C), which necessitates development of efficient sorbent materials and processes specifically for this temperature window. In this study, we report development of a highly mesoporous MgO (566 m2/g surface area and ~0.9 cm3/g mesoporous volume) modified with potassium (K) and integrated with reduced graphene oxide (rGO), namely rGO@K20-MgO, for enhanced adsorption capacity and kinetics at 150 °C. The results showed that while the mesoporous K20-MgO support with 20 wt% K exhibited a CO2 uptake of 3.71 mmol/g, the rGO integration led to enhanced uptake at 5.17 mmol/g for rGO@K20-MgO, which was nearly three times that of pristine mesoporous MgO at 150 °C. Furthermore, the adsorption rate enhanced from 0.032 min-1 for mesoporous MgO to 0.134 min-1 for rGO@K20-MgO. The enhanced CO2 capture performance of rGO@K20-MgO composite sorbent could be attributed to its higher basicity (stemmed from K doping) and lower diffusional resistances (upon incorporation of rGO sheets) as confirmed by CO2-TPD analysis. Additionally, we evaluated the dynamic performance of rGO@K20-MgO composite sorbent with a multicomponent feed mixture (200 ppm SO2, 200 ppm NO, 30% CO2, and 69.96% N2) and achieved stable adsorption performance across multiple cycles