The invention provides a magnetic octahedral platinum-doped gold nano-shell. According to the octahedral platinum-doped gold nano-shell, a metal organic framework material is taken as a template, andthe surface of the octahedral platinum-doped gold nano-shell is modified by an amido bond magnetic protein gadolinium complex. The invention further provides a preparation method and application of the magnetic octahedral platinum-doped gold nano-shell. The synthesized gold nano-shell takes the MOFs material as the template, the method is rapid, simple, convenient, stable and reliable, productionis easy to expand, the better photothermal conversion efficiency is achieved, redundant hydrogen peroxide in a tumor microenvironment can be catalyzed by platinum nano-particles to generate oxygen soas to relieve the hypoxic condition of tumors, and therefore, the spatial and time resolution of CT imaging is promoted, and more accurate imaging is conducted on hypoxic tumors; and the property is stable, good dispersity and biocompatibility are achieved, and the used raw materials are easy to obtain and low in price.