Worked on the mcp-getgather/mcp-getgather repository, focusing on documentation quality and deployment usability over a two-month period. Addressed a broken hyperlink in the Fly.io deployment documentation, ensuring users could reliably access build-arguments guidance, and improved Markdown structure for clearer deployment instructions. Added a TOML configuration example for Codex CLI in the README, streamlining MCP server setup and reducing onboarding friction. Fixed typos and grammar in both Python code comments and supporting documentation, enhancing readability and professionalism. Demonstrated strengths in code review, documentation practices, and version control, with all contributions centered on Python, Markdown, and deployment configuration workflows.