During May 2025, Capgrey focused on enhancing developer onboarding and workflow reliability for the whitfin/agno-docs repository by delivering comprehensive documentation updates. They revised the stdio transport documentation using Markdown and Python, clarifying MCP server interactions and providing updated example code to demonstrate MCPTools integration with a git MCP server. Capgrey also introduced the MultiMCPTools concept, enabling management of multiple MCP servers within the documentation. Their technical writing and documentation skills ensured that the new guidance reduced misconfigurations and improved accuracy for developers working with MCP servers, resulting in clearer onboarding materials and more dependable server interaction workflows for the project.