Osteosarcoma (OS) is a lethal malignant orthotopic bone tumor that primarily affects children and adolescents. Biomimetic nanocarriers have attracted wide attention as a new strategy for delivering chemotherapy agents to the OS. However, challenges such as rapid clearance and limited targeting hinder the effectiveness of OS chemotherapy. In this study, we designed reactive oxygen species (ROS)responsive nanoparticles (NPs) coated with an interleukin (IL)11engineered macrophage membrane (MM). The camouflage by MMs prevents clearance of IL-11-engineered MM-coated NPs loaded with doxorubicin (IL-11/MM@NPs/Dox) by the immune system. Moreover, the macrophage membrane combined with surface-expressed IL-11 not only directed IL-11/MM@NPs/Dox to OS tissues but also selectively identified IL-11 receptor alpha (IL-11Rα)-enriched OS cells. Within these cells, elevated levels of ROS triggered the controlled release of Dox from the ROS-responsive NPs. The synergistic modification of targeted ligand conjugation and cell membrane coating on the ROS-responsive NPs enhanced drug availability and reduced toxic side effects, thereby boosting the efficacy of OS chemotherapy. In summary, our findings suggest that IL-11/MM@NPs/Dox represents a promising approach to improving OS chemotherapy efficacy while ensuring excellent biocompatibility.