We introduce a coherent theoretical framework that fully explains and links together all physical aspects of the universe making it a suitable candidate for one of the most cherished goals in physics, i.e., 'Theory of Everything'. Working completely within the domain of classical mechanics, we develop this framework by utilizing the tools of Geometric algebra (spacetime algebra). We demonstrate how various theories of quantum mechanics, along with Maxwell's equations, like Dirac equation, Schrödinger's equation, Matrix mechanics, etc., can be derived directly from this framework. We reinterpret special relativity theory and conclude that Galilean invariance is not a limiting case of Lorentz invariance. This framework, endowed with the concept of special theory of relativity, enables us to derive a modified energy-momentum relation, Lorentz force law and a general formula for redshift. We also demonstrate how gauge invariance is just another variation of special theory of relativity. Moreover, we show how gravity can be explained, within this framework, by a modified flat Minkowski metric and without resorting to the curvature of spacetime concept of Einstein. We present how cosmological phenomena like cosmological redshift can be explained by simply using this modified flat Minkowski metric and the general formula of redshift without employing other metrics like the FLRW metric. As a whole, our discussion, ranging from quantum mechanics to cosmology, demonstrates the utility and validity of the presented framework. Additionally, we construct a framework for thermodynamics to explain and provide a foundation to thermodynamic laws. Finally, we derive a modified Navier-Stokes equation with the help of the tools presented in this paper.