Peptide bicycles offer superior conformational constraint but remain challenging to construct within phage-displayed peptide libraries due to the necessity for phage-compatible chemistry. Here, the authors report Proximity-Driven, Regioselective Peptide Bicyclization (PReP-Bicyc), a general, additive-free, and phage-compatible strategy for site-selective bicyclization of phage-displayed peptide libraries.