AstroInsight Research Assistant is an AI-powered tool designed to streamline the academic research process for scientists and scholars. It automates critical steps from intelligent paper retrieval and factual information extraction from academic databases like ArXiv to the generation of novel research hypotheses and optimization of technical solutions. Leveraging a multi-agent collaboration architecture with models like DeepSeek and Qwen, it provides an integrated platform for literature review and idea generation, significantly boosting research efficiency.