The regenerative functions associated with cytokines and growth factors have immense therapeutic potential; however, their poor pharmacokinetics, resulting from structural features, hinder their effectiveness. In this study, we aimed to enhance the pharmacokinetics of growth factors by designing receptor-binding macrocyclic peptides through mRNA display and grafting them into loops of immunoglobulin's crystallizable region (Fc). As a model, we developed peptide-grafted Fc proteins with hepatocyte growth factor (HGF) functionality that exhibited a prolonged circulation half-life and could be administered subcutaneously. The Fc-based HGF mimetic alleviated liver fibrosis in a mouse model fed a choline-deficient high-fat diet, which induces hepatic features of non-alcoholic steatohepatitis, including fibrosis, showcasing its potential as a therapeutic intervention. This study provides a basis for developing growth factor and cytokine mimetics with improved pharmacokinetics, expanding their therapeutic applications.