Enrichment of photosensitizers (PSs) on cancer cell membranes via bioorthogonal reactions is considered to be a very promising therapeutic modality. However, azide-modified sugars-based metabolic labeling processes usually lack targeting and the labeling speed is relatively slow. Moreover, it has been rarely reported that membrane-anchoring pure type-I PSs can induce cancer cell pyroptosis. Here, we report an alkaline phosphatase (ALP) and cholecystokinin-2 receptor (CCK2R) dual-targeting peptide named DBCO-pYCCK6, which can selectively and rapidly self-assemble on cancer cell membrane, and then bioorthogonal enrich type-I aggregation-induced emission luminogens (AIEgen) PSs (SAIE-N3) on the cell membrane. Upon light irradiation, the membrane-anchoring SAIE-N3 could effectively generate type-I reactive oxygen species (ROS) to induce gasdermin E (GSDME)-mediated pyroptosis. In vivo experiments demonstrated that the bioorthogonal combination strategy of peptide and AIEgen PSs could significantly inhibit tumor growth, which is accompanied by CD8+ cytotoxic T cell infiltration. This work provides a novel self-assembly peptide-mediated bioorthogonal reaction strategy to bridge the supramolecular self-assembly and AIE field through strain-promoted azide-alkyne cycloaddition (SPAAC) and elucidates that pure type-I membrane-anchoring PSs can be used for cancer therapy via GSDME-mediated pyroptosis.