Numerical results reveal that increasing the thermophoresis parameter leads to a notable decrease in interstitial fluid temperature within tumor tissue, indicating diminished thermal penetration due to nanoparticle migration away from the heated zone. Furthermore, higher Deborah number values and stronger magnetic field intensities enhance localized heat distribution, offering potential mechanisms for precise thermal control in tumor regions. The novelty of this work lies in integrating Maxwell viscoelastic nanofluid dynamics with key tumor microenvironment characteristics, including vascular wall porosity and nonlinear thermal absorption, thereby contributing valuable insights into the design of more effective nanoparticle-based thermal therapies." />