Overview & Result
Runs inside GitHub Actions workflows. Reads pull request changes, applies Jev classification, and automatically labels PRs by risk tier, category, and review priority.
How Jev fits in the loop
- Workflow triggers on `pull_request` event.
- Parse PR diff and title.
- Jev classifies into Bug, Feature, Breaking, or Chore and posts review labels.
How to reproduce
- Inspect the source implementation at https://github.com/fatwang2/jev-review-action.
- Configure local Jev API credentials and register required tool/model bindings.
- Execute test prompts and observe decision latency and routing outputs.
Why this build matters
Demonstrates serverless, zero-maintenance CI/CD evaluation powered by fast bounded models.
Limitations
- Metrics are author-reported from the initial release unless independently verified.
- Requires access to the respective agent framework or runtime environment.
- Generative model execution remains external to the Jev decision step.