During May 2025, Cap Grey focused on enhancing the whitfin/agno-docs repository by improving documentation around MCP server usage and onboarding for MultiMCPTools. They updated the stdio transport documentation using Markdown, clarifying how developers interact with MCP servers and revising example Python code to demonstrate MCPTools integration with a git-based MCP server. Cap Grey also introduced the MultiMCPTools concept, enabling management of multiple MCP servers within the documentation. Their technical writing and documentation work aimed to streamline developer onboarding, reduce misconfigurations, and improve the reliability of MCP server workflows, providing clear, actionable guidance for future contributors and users.