This research presents an LLM-based multi-agent procedural generation system(Wu et al. 2023) for traditional Chinese vernacular architecture, enhancing efficiency in analyzing design requirements and facilitating accurate decision-making while maintaining cultural fidelity. Siheyuan, a quintessential example of traditional Chinese architecture, is chosen as a case study (Ma 1999).