The present invention relates to providing improved cell-permeable (iCP)-SOCS3 recombinant protein and uses thereof. Preferably, the iCP-SOCS3 recombinant protein may be used as protein-based anti-angiogenic agent by utilizing the platform technology for macromolecule intracellular transduction.