This paper introduces Q-Tag, the first watermarking framework for Quantum Circuit Generative Models (QCGMs). It addresses the challenge of protecting intellectual property in automatically synthesized quantum circuits by embedding ownership signals directly into the generative process using a symmetric sampling strategy and a synchronization mechanism, ensuring both high fidelity and robust watermark detection against various attacks.