A new Prolog library enables direct interfacing between logic programming and large language models. It leverages symbolic reasoning to structure LLM outputs, reducing hallucinations through formal constraints. This tool targets developers building hybrid neuro-symbolic systems. It is an incremental utility for a niche community rather than a broad industry shift.