Understanding the habitability of exoplanets is a crucial pursuit in astrobiology and planetary science. This paper explores the intersection of thermodynamics and gravitational physics to establish a novel framework for assessing the potential habitability of distant worlds. Central to our framework is the concept that planetary entropy production serves as a fundamental thermodynamic constraint. Entropy production, a measure of disorder and energy dissipation, is critical for maintaining life-supporting conditions. High entropy production can indicate a dynamic and potentially habitable environment, where energy fluxes drive essential chemical processes. Furthermore, the derivation of gravitational and centripetal forces provides crucial insights into the stability and environment of exoplanets. Gravitational forces influence planetary orbits, while centripetal forces affect rotational dynamics, both vital for understanding a planet’s climate and geological activity. Stable orbits and optimal rotational dynamics are essential for a stable climate, supporting life development and sustainability. Our research integrates these physical principles with advanced mathematical modeling to simulate various planetary scenarios, enhancing our ability to detect and characterize habitable exoplanets beyond our solar system. Additionally, our framework considers the role of stellar radiation and its impact on planetary atmospheres, as well as the importance of magnetic fields in protecting planetary surfaces from harmful cosmic and solar radiation. By including these factors, we provide a more holistic assessment of habitability, addressing the internal dynamics of exoplanets and their interactions with their stellar environments. Through this interdisciplinary approach, we aim to refine the criteria for exoplanet habitability, offering a more nuanced and accurate assessment of potential life-supporting worlds. This research advances our scientific understanding and paves the way for future explorations and discoveries in exoplanetary science, offering new insights into the complex interplay of forces that govern the potential for life on planets outside our solar system.