cost-effective, efficient, and stable energy storage technologies have to be developed at the same time to make sustainable and stable applications of renewable energy be a reality. As it turned out, electrochemical energy storage (EES) systems hold a great promise in storing electricity generated from renewable energy sources for practical applications. [9][10][11][12][13][14][15][16][17] As shown in Figure 1, EES systems can be briefly sorted into battery (by taking lithium-ion battery as an example), supercapacitor, and metal-ion hybrid capacitor, which have different characteristics. As known, lithium-ion battery is one of the dominant EES systems for electricity storage and delivery applications because of its high energy density. However, the large-scale applications of lithium-ion battery for renewable energy storage and delivery are restricted by the high cost of lithium resources and the unsatisfied characteristics of lithium-ion battery itself (such as limited cycle life and low power density). [18][19][20][21] In addition, supercapacitor (also known as electrochemical capacitor) is another essential type of EES systems. It features high power density and long cycle life, but meanwhile suffers from insufficient energy density when compared with lithium-ion battery. [22][23][24] To simultaneously realize high energy and power density, the concept of metal-ion hybrid capacitor has emerged. [25][26][27] And as a proof-of-concept, lithium-ion hybrid capacitors (LIHCs) were fabricated with nanostructured Li 4 Ti 5 O 12 as negative electrode material and activated carbon as positive electrode material in the nonaqueous electrolyte. [28] The metal-ion hybrid capacitor is proposed to effectively combine the advantages of both battery and supercapacitor, maximizing the power and energy density at the meantime. Besides, metal-ion hybrid capacitor could eliminate the intrinsic shortcomings of battery, e.g., poor safety and serious self-discharge, and meanwhile inherits the merit of the long cycle stability of supercapacitor. But it is important to note that these advantages do not mean that metal-ion hybrid capacitor can replace battery and supercapacitor especially in the current stage because metal-ion hybrid capacitor still faces several challenges, especially concerning the attainable energy and power density.Among different types of metal-ion hybrid capacitors, LIHCs are relatively mature technologies with commercialized products. However, the fatal drawback of LIHCs is the uneven distribution and high cost of lithium resources, which has led to Potassium-ion hybrid capacitors (PIHCs) have attracted considerable attention as emerging electrochemical energy storage devices for simultaneously achieving high energy and power density, which the key to success is the development of compatible electrode materials for both battery-type anode and capacitive cathode. Among numerous electrode materials, transition metal compounds (including oxides, chalcogenide, carbides, and nitrides) show great potential owing to the...