Composite hydrogels with microparticle ratios from 1:9 to 5:5 displayed intermediate mass swell ratios, reflecting a balance between the water-absorbing capacity of MPG and the structural integrity provided by MFG. Notably, a trend can be observed for composites 1:9 to 5:5 showing increasing swell ratios, suggesting that these ratios optimize hydrophilicity and network rigidity.