Tumor-derived exosome can suppress dendritic cells (DCs) and T cells functions. Excessive secretion of exosomal programmed death-ligand 1 (PD-L1) results in therapeutic resistance to PD-1/PD-L1 immunotherapy and clinical failure. Restored T cells by antiexosomal PD-L1 tactic can intensify ferroptosis of tumor cells and vice versa. Diminishing exosomal suppression and establishing a nexus of antiexosomal PD-L1 and ferroptosis may rescue the discouraging antitumor immunity. Here, we engineered phototheranostic metal-phenolic networks (PFG MPNs) by an assembly of semiconductor polymers encapsulating ferroptosis inducer (Fe3+) and exosome inhibitor (GW4869). The PFG MPNs elicited superior near-infrared II fluorescence/photoacoustic imaging tracking performance for a precise photothermal therapy (PTT). PTT-augmented immunogenic cell death relieved exosomal silencing on DC maturation. GW4869 mediated PD-L1 based exosomal inhibition revitalized T cells and enhanced the ferroptosis. This novel synergy of PTT with antiexosomal PD-L1 enhanced ferroptosis evoked potent antitumor immunity in B16F10 tumors and immunological memory against metastatic tumors in lymph nodes.