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Homework Grading is an intelligent service built on the Model Context Protocol (MCP) designed to streamline the assessment process for educators. It leverages the advanced Qwen3-VL-235B-A22B-Instruct multimodal model from the ModelScope community to accurately identify questions and student answers within homework images. The tool provides precise, question-by-question grading, offering detailed scores, intelligent explanations, and comprehensive feedback. Supporting batch processing, various subjects, and flexible image input (URLs or Base64), it offers a robust solution for efficient and automated homework assessment.