CO donors release CO and Mn2+ in the TME, inducing ROS‐mediated apoptosis. HMPOC@M enhances autophagy, promoting cancer cell death and inhibiting autolysosome degradation. In vivo, HMPOC@M with laser inhibits tumor growth and metastasis by downregulating VEGF and MMP9. Here, MMP9 is linked to cancer.