Rashmi Agarwal realigned the MCP server data in the opendatahub-io/model-registry demo environment by replacing AI-generated placeholder entries with actual MCP server data. Using configuration management and DevOps practices, Rashmi leveraged YAML to ensure the demo environment closely mirrored production datasets, thereby improving the accuracy and reliability of validation and testing workflows. The work included disciplined commit messaging and direct linkage to tracked issues, demonstrating attention to traceability and process rigor. By focusing on realistic data representation, Rashmi enabled stakeholders to perform more meaningful evaluations, reflecting a thoughtful approach to environment configuration and data management within the project.