During April 2026, Ship Help Bot contributed backend development work to the openshift-eng/art-tools repository, focusing on improving bug tracking accuracy. They addressed an issue in the CVE tracker where duplicated component values, such as 'component/component', led to misclassification during bug sweeps. By implementing a normalization method within the JIRABug class and applying it at the whiteboard_component level, Ship Help Bot ensured that downstream tools could automatically recognize and process components correctly. The solution was developed in Python, included comprehensive unit testing to validate the normalization logic, and maintained code quality through formatting and CI alignment using ruff.