Multi-modal synergistic therapy, especially the integration of near-infrared laser phototherapies and chemotherapy, is often sought after owing to its minimal invasiveness, low side effects, and improved anticancer therapeutic efficacy. Herein, CuS nanoparticles were first coated with zinc phthalocyanine derivant (Pc)-functionalized mesoporous silica (mSiO2-Pc) to achieve a drug delivery system (CuS@mSiO2-Pc) with photothermal/photodynamic therapy. Chemical drug DOX was subsequently loaded for chemotherapy, and hyaluronic acid (HA) was employed as a covering material with cancer targeting. The as-obtained CuS@mSiO2-Pc(DOX)@HA nanoparticles were nano-sized with good biocompatibility, effective DOX loading, and controllable DOX releasing. Expectedly, this multifunctional nanoplatform exhibits effective generation of reactive oxygen species and hyperthermia upon the near-infrared laser irradiation. Most importantly, the nanoparticles were targeted into 4T1 cells and showed significantly remarkable cytotoxicity under near-infrared laser irradiation, proving their synergistic therapeutic efficacy. Therefore, this targeted drug system based on CuS with synergistic photothermal therapy/photodynamic therapy/chemotherapy has great application prospects in clinical anticancer treatment for triple negative breast cancer.