Graphene-based flexible and wearable supercapacitors have been produced by wetspinning, in which organic solvent coagulating bath was prerequisite and spacerswere usually incorporated to improve the electrochemical property butsacrificing the mechanical property. In this work, a nonorganic solvent spinningtechnology named as interfacial polyelectrolyte complexation (IPC), which wasbased on the spontaneous self-assembly of two oppositely charged polyelectrolytesolutions/suspensions to form continuous fibers on drawing in their interfaces,was proposed to fabricate graphene fiber–shaped electrodes forsupercapacitors. Due to the excellent mechanical performance and hydrophilicity,cellulose nanofibrils (CNFs) were added to serve as an efficient reinforcingagent and spacer of graphene fiber electrodes. Consequently, the mechanicalperformance and specific capacitance of the fibers were improved but electricalconductivity was declined. Taking overall consideration, CNF/rGO60 fiberelectrode possessed a superior integrated performance with a capacitance of182.6 F/g, tensile strength of 480 MPa, and electrical conductivity of 5538.7S/m. The IPC spinning provided an environmentally friendly strategy for thefabrication of fiber-shaped functional devices.