Finn developed an automated Semgrep project tag management solution for the r2c-CSE/semgrep-utilities repository, focusing on improving the organization and discoverability of security scan results. Using Python, Finn created a script that dynamically derives tags from the GitLab project path and integrates with the Semgrep API to update project metadata. This approach streamlined the tagging process within GitLab CI/CD pipelines, reducing manual effort and accelerating the triage of security findings. The work demonstrated practical application of API integration, DevOps practices, and security automation, delivering a targeted feature that addressed a specific workflow need without introducing unnecessary complexity.