Worked on the kubeshop/testkube repository to lay the foundation for MCP Registry integration within the Testkube MCP Server. Developed and exposed a GitHub Actions workflow to automate MCP release processes, streamlining deployment and ensuring consistent versioning and authorship metadata in both the Dockerfile and server configuration. Addressed workflow reliability by resolving registry integration issues and updating tests to align with the latest MCP tag, supporting compatibility with registry requirements. Leveraged skills in CI/CD, Docker, and Kubernetes, and utilized YAML and JSON to manage configuration and deployment metadata, resulting in a more maintainable and registry-ready Testkube MCP Server.