Worked on the west2-online/fzuhelper-server repository to expand the MCP Framework Tools, focusing on graduate student support and workflow coverage. Developed new academic, calendar, classroom, notice, and user tools within the MCP framework using Go, emphasizing API development and backend maintainability. Refactored authentication handling, unified student ID definitions, and extracted constants to improve code clarity and reduce technical debt. Enhanced graduate workflows by implementing GPA queries, session checks, and semester normalization, while also addressing course term handling and calendar service issues. These efforts streamlined graduate data processing, improved maintainability, and reduced manual intervention for analytics and reporting tasks.