The increasing demand for efficient energy storage systems has driven research into high-performance advanced materials for supercapacitors. Current advancement in the creation of smart supercapacitors leads to the introduction of Cerium-(Metal-Organic-Frameworks)/Graphene Oxide (Ce-MOF/GO) edifices as active electrode materials, investigating two distinct morphologies of the MOF precursor. Structural transformations were analyzed using X-ray diffraction (XRD) with Rietveld refinement, which confirmed the formation of Ce-MOF/GO. High-resolution transmission electron microscopy (HR-TEM) revealed uniformly dispersed tetrapod-structured Ce-2,6-Naphthalenedicarboxylic acid/GO (CDG) and rod-structured Ce-1,3,5-Benzenetricarboxylic acid/GO (CTG) crystallites within the GO matrix, whereas Fourier transform infrared (FT-IR) spectroscopy revealed the oxygen-comprising functional groups attached to their surface. The electrochemical performance was evaluated through cyclic voltammetry (CV), galvanostatic charge-discharge (GCD), and electrochemical impedance spectroscopy (EIS) in a redox-additive electrolyte, for which CDG demonstrated noteworthy performance based on various parameters, owing to its tetrapod structure which furnishes greater surface area and more active sites, leveraging ion diffusion and redox reactions. CDG demonstrated an outstanding specific capacitance of 2372.08 F g−1 at a current density of 1 A g−1, and a high energy density of 766.84 Wh kg−1 at a power density of 4.00 kW kg−1, in the redox-additive [KOH + KFC] electrolyte, whilst retaining 94.83 % of the initial capacitance after 10,000 charging/discharging cycles. These findings underscore the potential of Ce-MOF/GO composites, particularly CDG, making it a promising candidate for next-generation smart supercapacitors, with applications ranging from sustainable energy solutions to adaptive, intelligent devices in modern electronics.