During two months of focused engineering work, Survivant00 enhanced documentation quality and consistency across major open-source repositories, including dandavison/modelcontextprotocol-modelcontextprotocol. By systematically correcting typos, refining language, and standardizing terminology, Survivant00 reduced onboarding friction and improved clarity for both users and contributors. The approach emphasized code review, technical writing, and codebase maintenance, leveraging skills in Markdown, JavaScript, and YAML. Survivant00’s contributions, while not introducing functional code changes, addressed documentation bugs and improved user-facing guides, supporting smoother feature adoption and reducing support queries. This work demonstrated attention to detail and a commitment to maintainable, accessible documentation across diverse codebases.