The primary organ involved in regulating temperature in the human body is the hypothalamus, which is part of the brain. The hypothalamus acts as the body's thermostat by detecting changes in body temperature and initiating responses to maintain homeostasis. It regulates processes such as sweating and shivering to help keep the body within a healthy temperature range, ensuring optimal function of metabolic processes.