This contemplation about a few generic pro and con aspects shows that while LLMs offer transformative potential in materials science, their successful integration into the field necessitates careful consideration of the quality and completeness of the data they are trained on, a thorough understanding of the underlying physical and chemical principles, and a balanced approach to leveraging their computational power with critical human expertise.