Worked on enhancing the whitfin/agno-docs repository by delivering comprehensive documentation updates focused on MCP server usage and onboarding for MultiMCPTools. Leveraging skills in technical writing and documentation, utilized Markdown and Python to revise and clarify the stdio transport documentation, update example code demonstrating MCPTools integration with a git MCP server, and introduce the MultiMCPTools concept for managing multiple MCP servers. These contributions aimed to streamline developer onboarding, reduce misconfigurations, and improve the reliability of MCP server workflows. The work emphasized clear communication and practical examples, resulting in more accurate and accessible guidance for developers interacting with MCP servers.