Covalent organic frameworks (COFs) with efficient charge transport and exceptional chemical stability are emerging as an importance class of semiconducting materials for opto-/electronic devices and energy related applications. However, the limited synthetic chemistry to access such materials and the lack of mechanistic understanding of carrier mobility greatly hinder their practical applications. Herein, we report the synthesis of three chemically stable polyarylether-based metallophthalocyanine (PAE-PcM, M = Cu, Ni, and Co) COFs and facile in-situ growth of their thin films on various substrates (e.g., SiO2/Si, ITO, quartz) under solvothermal conditions. We show that PAE-PcM COFs thin films with van der Waals layered structures exhibit p-type semiconducting properties with the intrinsic mobility up to ~19.4 cm 2 V -1 s -1 and four orders of magnitude of increase in conductivity (0.2 S m -1 ) after iodine doping. Density functional theory (DFT) calculations reveal that the carrier transporting in the framework is anisotropic, with the out-of-plane hole transporting along columnar stacked phthalocyanine more favorable. Furthermore, PAE-PcCo shows the redox behavior maximumly contributes ~88.5% of its capacitance performance, yielding a high surface area normalized capacitance of ~19 μF cm -2 . Overall, this work not only deepens the understanding of electronic properties of polyarylether-based 2D COFs and but also opens new opportunities for their integration into various microdevices for energy storage applications.