Developed a comprehensive production-ready MCP server template tutorial for the Unique-AG/ai repository, focusing on improving developer onboarding and workflow consistency. The work centered on backend development and documentation, utilizing Python and Markdown to illustrate practical implementation patterns for authentication, configuration, and deployment. Integrated the tutorial into the existing documentation structure using Docker and Kubernetes concepts, ensuring discoverability and cross-referencing with related MCP AI resources. Collaborated closely with another contributor to define a test plan that verified MkDocs rendering and navigation. This effort established a clear foundation for faster production deployments and enhanced cross-team collaboration without requiring major bug fixes.