According to the World Health Organization, there were approximately 9.96 million deaths from cancer in 2020. Although researchers are actively searching for new treatments, the outcomes have been unsatisfactory, with limited improvement in the five-year survival rates. [2] Until now, immunotherapy has become one of the four pillars of clinical cancer treatment, along with surgery, chemotherapy, and radiotherapy. [3] It endows the body with the ability to eliminate tumors and prevent recurrence by stimulating the immune system, thus extending the survival time of patients. [4] Checkpoint inhibitors, pericyte therapy, lymphocyte-promoting cytokines, agonistic antibodies against co-stimulatory receptors, and cancer vaccines have been developed in recent years. [5] Due to the limited targeting and inherent toxicity of immune medicines, systemic use may result in autoimmune illness or non-specific inflammation. [6,7] In addition, tumor heterogeneity, clonal diversity, complex genetic mutations, and complex microenvironment all contribute to the poor outcomes of current tumor treatments. [8,9] Fortunately, previous studies have demonstrated that chemotherapy, photodynamic therapy (PDT), and photothermal therapy (PTT) can induce immunogenic cell death (ICD), which can enhance the immunotherapy effect. [10,11] However, the precise delivery of the co-therapeutic agents to the tumor site becomes the main challenge. [12] The rapid development of nanotechnology has promoted the application of nanomedicines in tumor therapy. [13] Nanomedicines can accumulate at tumor sites via the enhanced permeability and retention (EPR) effect and deliver drugs to specific tumor cells, thereby reducing off-target toxicity. [14,15] Notably, stimulus-responsive nanomedicines as a promising drug delivery method have received more and more attention. [16,17] The smart nano-platforms can achieve rapid drug release in response to external stimulus (ultrasound, mechanical stimuli, magnetic fields, lasers, etc.) or internal stimulus in the tumor microenvironment (TME) (weak acidity, high glutathione (GSH) levels, reactive oxygen species (ROS), enzymes, adenosine triphosphate (ATP), etc.), thus improving tumor treatment outcomes. [18] Polysaccharides, a family of potential biomaterials, possess unique advantages such as unique physicochemical properties, Cancer immunotherapy is a promising antitumor approach, whereas nontherapeutic side effects, tumor microenvironment (TME) intricacy, and low tumor immunogenicity limit its therapeutic efficacy. In recent years, combination immunotherapy with other therapies has been proven to considerably increase antitumor efficacy. However, achieving codelivery of the drugs to the tumor site remains a major challenge. Stimulus-responsive nanodelivery systems show controlled drug delivery and precise drug release. Polysaccharides, a family of potential biomaterials, are widely used in the development of stimulus-responsive nanomedicines due to their unique physicochemical properties, biocompatibility, and modifiab...