Worked on enhancing the reliability and accuracy of vulnerability reporting in the r2c-CSE/semgrep-utilities repository by addressing a bug in the GitLab integration workflow. Focused on backend development and scripting using Python, the solution involved refining the extraction of file paths and line numbers from vulnerability data to ensure reports accurately reference the correct source locations. This targeted fix improved the precision of vulnerability triage and reduced the risk of misidentifying affected code. The work was delivered as a concise, single-purpose commit, maintaining clear traceability and laying a solid foundation for future improvements to vulnerability reporting and workflow stability.