Nanomedicines combining multimodal therapeutic modalities supply opportunities to eliminate tumors in a safe and efficient manner. However, the rigid encapsulation and covalent conjugation of different therapeutic reagents suffer from the complicated preparation process, premature drug leakage and severe adverse events. Herein, we report a self-enhanced supramolecular nanomedicine (SND) based on the host-guest molecular recognition between β-cyclodextrin (β-CD) and camptothecin (CPT) for trimodal synergistic chemotherapy, photodynamic therapy (PDT) and photothermal therapy (PTT) using a single 670 nm near-infrared (NIR) laser. Thioketal bond and polyethylene glycol (PEG) segment are introduced into the structure of CPT-tk-PEG prodrug, thus the premature release of CPT is efficiently inhibited and the specific drug release is realized at tumor site where singlet oxygen (O)-generated PDT is performed. A boron dipyrromethene (BODIPY) theranostic agent is anchored onto β-CD, endowing SND with capabilities of fluorescence imaging, PDT and PTT. Benefiting from the supramolecular assembly, not only the solubility of CPT is improved by 40 times, but also the blood circulation time and tumor accumulation of SND are greatly promoted. In vivo, SND can effectively induce the immunogenic cell death (ICD) of tumor cells, thus performing prominent inhibition against both primary and distal tumors, and even anti-metastasis effect against liver without causing obvious systemic toxicity. STATEMENT OF SIGNIFICANCE: Although nanomedicines supply opportunities to eliminate tumors in an efficient manner, they usually suffer from premature drug leakage, complicated preparation process and severe side effects owing to the rigid encapsulation or covalent conjugation. Based on the host-guest molecular recognition, we developed a self-enhanced SND for synergistic chemotherapy, photodynamic therapy and photothermal therapy. Introduction of thioketal bond in CPT prodrug avoided the premature drug release, and the specific drug release was realized in the tumor cells. Profiting from the facile supramolecular assembly strategy, SND not only displayed a primary anticancer efficacy with a low systemic toxicity, but also efficiently inhibited the growth of distal tumors, contributing a vaccine-like function to eradicate the recurrent and metastatic tumors.