The AdamsReview plugin for Claude Code provides a multi-stage code review process with parallel sub-agent detection, validation, and automated fix loops, catching more real bugs and producing fewer false positives. The plugin includes six commands: review, codex-review, add, walkthrough, fix, and promote, with features such as pre-computed auto-fix proposals, batch-acceptance, and granular commits.