Shuya Kinjo focused on improving documentation quality in the awslabs/mcp repository by identifying and correcting typographical errors in README files and refining a user-facing error message. Using Markdown and Python, Shuya applied code review and technical writing skills to enhance clarity and reduce ambiguity for both developers and end users. The work targeted non-functional aspects of the codebase, ensuring that onboarding materials and error messages were accurate and easy to understand. By maintaining high documentation standards and making low-risk, targeted edits, Shuya contributed to a more reliable user experience and supported the repository’s ongoing quality and maintainability goals.