Worked on enhancing developer-facing documentation across the infiniflow/ragflow and ErikBjare/gptme repositories, focusing on improving navigability and reducing onboarding time for new contributors. Addressed broken internal links in the MCP and retrieval-test guides, ensuring local documentation users could efficiently access relevant resources. Clarified the use of selective subagent workspace context and subprocess mode, reducing ambiguity and promoting consistent usage patterns for MCP workflows. Leveraged Python and Markdown to implement precise, commit-level documentation changes, demonstrating a disciplined approach to technical writing and subprocess management. The work contributed to a more accurate, accessible, and maintainable documentation experience for developers.