Missed or residual tumor burden results in high risk for bladder cancer relapse. However, existing fluorescent probes cannot meet the clinical needs because of inevitable photobleaching properties. Performance can be improved by maintaining intensive and sustained fluorescence signals via resistance to intraoperative saline flushing and intrinsic fluorescent decay, providing surgeons with sufficiently clear and high‐contrast surgical fields, avoiding residual tumors or missed diagnosis. This study designs and synthesizes a photostable cascade‐activatable peptide, a target reaction‐induced aggregation peptide (TRAP) system, which can construct polypeptide‐based nanofibers in situ on the cell membrane to achieve long‐term and stable imaging of bladder cancer. The probe has two parts: a target peptide (TP) targets CD44v6 to recognize bladder cancer cells, and a reaction‐induced aggregation peptide (RAP) is introduced, which effectively reacts with the TP via a click reaction to enhance the hydrophobicity of the whole molecule, assembling into nanofibers and further nanonetworks. Accordingly, probe retention on the cell membrane is prolonged, and photostability is significantly improved. Finally, the TRAP system is successfully employed in the high‐performance identification of human bladder cancer in ex vivo bladder tumor tissues. This cascade‐activatable peptide molecular probe based on the TRAP system enables efficient and stable imaging of bladder cancer.