Diabetic wound healing remains a significant clinical challenge due to persistent infections, inadequate drug delivery, and complex wound microenvironments. This research presents the development of a magnetically-responsive, pH-sensitive drug delivery platform utilizing chitosan/gelatin hydrogels reinforced with graphitic carbon nitride (g-C₃N₄) and decorated with Fe₃O₄ magnetic nanoparticles for controlled curcumin release targeting infected diabetic wounds. The synthesis employed tripolyphosphate as a biocompatible crosslinker, yielding nanocomposites with enhanced pH-responsive characteristics. Comprehensive characterization confirmed successful synthesis: Fourier-transform infrared spectroscopy validated polymer-nanomaterial integration, X-ray diffraction revealed crystallographic magnetite incorporation, and field emission scanning electron microscopy demonstrated microporous architecture with uniformly distributed nanoparticles averaging 246 nm in diameter. The nanocomposite exhibited a positive surface charge of +68 mV promoting colloidal stability, superparamagnetic behavior with saturation magnetization of 4.3 emu/g enabling enabling potential for magnetic manipulation, and specific surface area of 4.9743 m2/g with mesoporous structure facilitating drug loading. Quantitative assessment established entrapment efficiency of 88.75% and loading efficiency of 43% for curcumin. Release kinetics exhibited pronounced pH-dependency, with cumulative release reaching 112% under acidic conditions (pH 5.4) compared to 57% at physiological pH (7.4) over 540 min, following non-Fickian transport mechanisms validated through Korsmeyer-Peppas modeling. The swelling ratio demonstrated enhanced pH-responsive behavior, achieving 112% at pH 5.4 versus 57% at pH 7.4. Antimicrobial evaluation revealed substantial inhibition zones of 16 mm against Escherichia coli and 13 mm against Staphylococcus aureus, with minimum inhibitory concentrations of 50 and 25 μg/mL, respectively. Biocompatibility assessment using 3T3-L1 fibroblasts demonstrated exceptional cell viability exceeding 95%, with curcumin-loaded formulations enhancing cellular proliferation to 103% relative to controls. These quantitative findings collectively establish the multifunctional nanocomposite as a promising candidate for magnetically-guided, pH-responsive antimicrobial drug delivery in chronic diabetic wound management.