Skeletal muscle satellite cells (SCs) are essential for muscle regeneration. Their proliferation and differentiation are influenced by fibroblast growth factor (FGF)‐2. In this study, we screened for FGF‐2‐derived peptides that promote SC proliferation. Utilizing photocleavable peptide array technology, a library of 7‐residue peptides was synthesized, and its effect on SC proliferation was examined using a mixture of five peptides. The results showed that peptides 1–5 (136%), 21–25 (136%), 26–30 (141%), 31–35 (159%), 71–75 (135%), 76–80 (144%), and 126–130 (137%) significantly increased SC proliferation. Further experiments revealed that peptide 33, CKNGGFF, enhanced SC proliferation. Furthermore, its extended form, peptide 33‐13, CKNGGFFLRIHPD, promoted SC proliferation and increased the percentage of Pax7‐positive cells, indicating that SCs were maintained in an undifferentiated state. The addition of FGF‐2 and peptide 33‐13 further induced cell proliferation but did not increase the percentage of Pax7‐positive cells. A proliferation assay using an FGF receptor (FGFR) inhibitor suggested that peptide 33‐13 acts through the FGFR‐mediated and other pathways. Although further research is necessary to explore the mechanisms of action of these peptides and their potential for in vivo and in vitro use, the high sequence conservation of peptides 33 and 33‐13 in FGF‐2 across multiple species suggests their broad application prospects in biomedical engineering and biotechnology.