Supercapacitors are gaining popularity as energy storage devices (ESDs), and their electrode materials strongly influence their performance. There is no doubt that supercapacitors are capable and reliable ESDs for producing high power even when they operate at low energy levels. Surface modification of the materials can improve the power and energy density of the materials, which is beneficial for enhancing the electrochemical performance of the supercapacitor. During the past few years, more research has been reported to develop new electrode materials for improving the supercapacitors' energy density, charge retention, specific capacitance, stability, and rate performance. This review focuses on the execution of progressive organic-based electrode materials called metal-organic frameworks (MOFs) in the supercapacitor, which offer high electrode stability, capacity, and adjustable pore size, making them promising for electrochemical energy storage applications (supercapacitors) despite challenges. The main purpose of this review is to explain the MOFs-based electrode materials and their progress in the supercapacitor field. Because MOFs allow many attributes like multiple dimensions, additional accept ratio, and higher surface area, MOF fabrication provides stronger bonding between metal and organic linkers than traditional material, making them progressive materials for supercapacitors. Finally, the challenges and perspectives of MOFs-based electrode materials are discussed.