Transition metal dichalcogenides (TMDs) have garnered attention for their potential in thermoelectric applications due to their unique electronic properties and tunable bandgaps. In this study, we systematically explore the electronic and thermoelectric properties of T′−RuX2 (X = S, Se) using first-principles calculations and semi-classical Boltzmann transport equations. Our findings confirm that T′−RuX2 is energetically and mechanically stable, with high thermopower values such that T′−RuS2 exhibits a Seebeck coefficient of 2685μV/K for hole doping and 2585μV/K for electron doping, while T′−RuSe2 shows values of 1515μV/K and 1533μV/K for hole and electron doping, respectively. Both materials exhibit reasonable power factors and ZT values, with p-type T′−RuS2 and T′−RuSe2 achieving maximum ZT values of 0.85 and 0.87, respectively, at 1200~K along the y-direction. These results highlight T′-RuS2 and T′-RuSe2 as promising candidates for high-temperature TMD-based thermoelectric devices.