Developing novel and efficient multimodal nanomaterial-based anticancer agents to meet complex clinical demands is an urgent challenge. Herein, novel graphene quantum dots (GQDs) doped Cu2S@ZIF-8 yolk-shell Metal-Organic Frameworks (MOFs) was firstly constructed by a simple and mild wet-chemical method at room temperature. The MOFs possessed exiting photothermal performance and catalytic activities, which were further enhanced greatly upon near infrared light irradiation or in tumor microenvironment (TME) due to their unique composition and structure. The possible mechanism was discussed. The introduction of GQDs played a key role because it could effectively absorb NIR light and convert partial Cu2S nanodots to CuS nanodots, thus further increase NIR light absorption and generate cascaded electron transport effects, which will enhanced the photothermal performance and catalytic activities of yolk-shell MOFs. After small molecules drugs doxorubicin (DOX) and folic acid (FA) were loaded and conjugated, the as-prepared MOFs could be expected as efficient nanoplatform for cervical cancer synergistic therapy. These prominent intelligent laser and tumor microenvironment (TME)-responsive features of yolk-shell nanocomposite provide an innovative paradigm to explore nanoplatform for tumor therapy.