The NurRAG system integrates domain-specific retrieval with LLMs generation to provide accurate, reliable, and traceable evidence-based nursing answers. The findings demonstrate the system's feasibility and potential to improve the accuracy of clinical knowledge access, support evidence-based nursing decision-making, and promote the safe application of artificial intelligence in nursing practice.