Stimulator of interferon genes (STING) is a prospective target spot of immunological therapy. The development of STING is still in the preliminary stage and full of challenges. such as lack of tumor specificity, and high-dose-induced T-cell apoptosis. Herein, the STING agonists were selectively delivered and released in the tumor through an aptamer (Apt) modified graphene oxide (GO). The STING agonist was released controllably from GO on account of the acidic tumor microenvironment, and then binds specifically to the STING protein, aiming to active STING pathway and stimulate immunosuppressive factors secretion via phosphorylating TBK1 and IFN IRF3, and secreta high-level IL-6. The resulting immunotherapy exhibited significant inhibition of colorectal tumors, and the producing stimulus was sufficient to activate plentiful enough T-cells with adaptability to inhibit the growth and metastasis of tumors. This work helps to promote sustaining study on the targeted delivery of STING agonists and enhanced activation of the STING pathway, and the translation of novel understanding to clinical applications will enhance the efficiency of immunotherapy for cancer with STING agonists.