The study investigates the onset of convection in a nanofluid-saturated porous layer, emphasizing the effect of temperature-dependent viscosity on stability. Using a numerical approach with the Galerkin method, it finds that stationary convection is the only instability mode, influenced significantly by viscosity and other parameters. The research highlights the importance of realistic boundary conditions for nanoparticle flux to accurately predict convective behavior.