In large-scale IoT networks, where diverse devices independently form social connections to improve resource and service discoverability, managing the trustworthiness of IoT nodes becomes a vital concern. A Trust Management System (TMS) plays a key role by evaluating the behavior of social entities and systematically determining and updating their trust levels. Consequently, a distributed IoT architecture is needed to ensure the reliability and accessibility of resources provided by service providers within IoT environments.