Our results show that fine-tuned LLMs show some promise in generating crystal structures via API calls. Fine-tuned LLMs have demonstrated the ability to generate three-dimensional crystal structures with adherence to physical constraints as a result of formatting structure generation into API calls. This suggests that LLMs can aid in the generation of representations of crystal structures, which could aid future materials science workflows.