Radiotherapy occupies an essential position in curing and palliating a wide range of solid tumors based on DNA damage responses to eradicate cancer cells. However, the tumor microenvironment generally exhibits the characteristics of hypoxia and glutathione overexpression, which play a critical role in radioresistance, to prevent irreparable breaks to DNA and necrocytosis of cancer cells. Herein, polyethylene glycol (PEG) functionalized manganese ferrite nanoparticles (MnFe2O4-PEG) are designed to enable self-sufficiency of oxygen by continuously catalyzing the decomposition of endogenous hydrogen peroxide. Simultaneously, the nano-platform can consume GSH to reduce the loss of reactive oxygen species in radiotherapy and achieve better therapeutic effects at the cellular and animal levels. In addition, the MnFe2O4-PEG could act as an optimal T1- and T2-weighted contrast medium for tumor-specific magnetic resonance imaging. This work proposes a systematically administered radiosensitizer that can selectively reside in tumor sites via the enhanced permeability and retention effect to relieve hypoxia and reduce GSH concentration, combined with dual-mode magnetic resonance imaging, achieving precise and effective image-guided tumor therapy.