In this work, the magnetic and magnetocaloric properties of a doped borophene monolayer were investigated using Monte Carlo simulations based on the Metropolis algorithm. The system, composed of spin- \(1\) boron atoms and spin- \(3/2\) dopant atoms, was analyzed under varying exchange couplings, anisotropies, and external magnetic fields. Results show that increasing \({J}_{AA}\) enhances the thermal stability of the ferrimagnetic phase and shifts the critical temperature to higher values, while anisotropy modifies the transition behavior. The magnetocaloric response exhibits pronounced entropy change \(\left( { - \Delta S_{{\text{m}}} } \right)\) and adiabatic temperature change \(\Delta {T}_{ad}\) peaks around \({T}_{c}\) , whose magnitudes decrease for stronger couplings. Moreover, the relative cooling power (RCP) increases with higher magnetic fields, confirming the system’s efficiency and tunability for nanoscale magnetic refrigeration applications.