MIRAGE, or Medical Information Retrieval Augmented Generation Framework, enhances medical question-answering tasks by leveraging the latest medical document information to improve accuracy and reliability. It offers a systematic evaluation platform, a medical-specific toolkit, and zero-shot learning capability. Experimental results show significant performance improvements in Large Language Models (LLMs) and new insights for system optimization. MIRAGE demonstrates potential in enhancing medical QA systems.