Author reports lessons from building 24-tool MCP server

The author shares practical lessons from building a remote Model Context Protocol (MCP) server with 24 tools for AI assistants like ChatGPT and Claude. Key techniques include designing explicit instructions for the AI's first moves, enforcing a single canonical unit with model conversion, handling goals and avoids explicitly, and supporting atomic batch writes with actionable error handling. Open article →