Focused on documentation-driven improvements, this developer enhanced the discoverability and consistency of MCP Server integrations with Apache Airflow across multiple repositories, including punkpeye/awesome-mcp-servers, modelcontextprotocol/servers, and apache/airflow-site. Their work involved updating Markdown-based documentation to provide clear, accessible entries for MCP Server, streamlining onboarding for developers and operators. By aligning content with site standards and governance, they enabled quicker access to integration resources and reduced support overhead. The technical approach emphasized precise technical writing and structured documentation, ensuring that ecosystem entries were both comprehensive and easy to navigate. No bug fixes were recorded during this period, reflecting a documentation-focused contribution.