Debugging CI/CD pipelines locally has been unexplored. The complexity of mapping pipeline execution to local environments made it prohibitively expensive.
AI coding tools changed that—the cost dropped dramatically.
We built Magnolia—a CLI to run GitHub Actions, GitLab CI, and Forgejo pipelines locally.
https://github.com/tuist/magnolia
Not feature-complete yet, but open to contributions. Our goal: help teams move to forge-native CI.
No more push-pray-wait cycles.

