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How to Add Multi-Model AI Code Review to Your CI/CD Pipeline

DEV Community·Brian Mello·23 days ago
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#ai#codereview#devops#review#high#model
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Running AI code review locally is fine for solo work. The moment you have a team, the question becomes: how do I make the AI an actual gate in the pipeline, not a thing one person remembers to run before they push? This is a walkthrough for wiring 2ndOpinion — the multi-model AI code review CLI — into a CI/CD pipeline. I'll show GitHub Actions in full, then sketch the same pattern for GitLab CI and CircleCI. The interesting decisions aren't where the YAML goes; they're around consensus thresholds, blocking vs informational mode, and what happens when Claude, Codex, and Gemini disagree on the same diff (which, from our review logs, is roughly 15% of the time). What "AI code review in CI" actually means There are two shapes this takes, and the YAML is almost identical for either. The difference is the policy: Informational mode. Every PR runs the review. Findings are posted as a comment or check annotation. Nothing blocks merge. Humans decide what to do. Blocking mode. Review runs on every PR.…

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