Once the agent is trustworthy enough on your repo, put it in CI. Triage failing tests, regenerate snapshots, open cleanup PRs, all without human involvement. Here are three ready-to-use pipeline recipes.
Updated: April 24, 2026
Use `anthropics/claude-code-action` with an `ANTHROPIC_API_KEY` secret. The action runs in headless mode against the PR diff. Output becomes an inline review comment.
Stage with `image: node:20`, install `@anthropic-ai/claude-code`, run in headless mode with `--print` flag. Pipe output to `glab mr note`. Works for self-hosted runners too.
Declarative pipeline with a `nodejs` tool, shell stage that calls `claude --print`, and `archiveArtifacts` for the transcript. Pair with a Jenkins shared library to reuse across dozens of pipelines.
No. Hooks run the same way. That is why CI is a safe place for the agent: the same guardrails that hold locally hold in CI.