Over a two-month period, contributed to AI-assisted development workflows by integrating Sequa MCP into the punkpeye/awesome-mcp-servers repository, enabling tools like Copilot and Cursor to access the full codebase and documentation. Focused on configuration management and DevOps, added a standardized Sequa MCP server entry to the docker/mcp-registry catalog, including comprehensive metadata, connection parameters, and security details to support reproducible environments and automation. Emphasized clear documentation and onboarding, using Markdown and YAML to ensure integration patterns were repeatable and discoverable. The work improved reliability, centralized configuration, and enhanced the discoverability of AI and DevOps resources across deployments.