Worked on the opendatahub-io/model-registry repository to realign MCP server data in the demo environment by replacing AI-generated placeholder entries with actual MCP server data. This update enhanced the accuracy and reliability of the demo, allowing for more realistic validation and production-like testing scenarios. The work involved disciplined configuration management practices, leveraging YAML for precise data structuring and DevOps methodologies to ensure traceability and alignment with production standards. By linking changes to relevant issues and maintaining clear commit messaging, the developer enabled better stakeholder confidence and improved the overall quality and maintainability of the model-registry demo dataset.