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Show HN: adamsreview – better multi-agent PR reviews for Claude Code

A new plugin for Claude Code called adamsreview claims to revolutionize PR reviews, leveraging multi-agent AI to catch more bugs with fewer false positives than established tools. It offers a comprehensive suite of commands for deep analysis, interactive walkthroughs, and automated fixes, all while running on a standard Claude Code subscription. This Show HN showcases a practical and advanced application of AI in software development, a topic consistently popular among Hacker News readers.

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The Lowdown

adamsreview is an innovative plugin for Claude Code designed to provide a more thorough and effective multi-stage pull request (PR) review process. It uses a sophisticated architecture of parallel sub-agents, validation passes, and persistent state to identify and even automatically fix issues, aiming to surpass the performance of existing AI review tools like Claude's built-in options, CodeRabbit, and Greptile. The tool emphasizes a detailed, customizable workflow for developers looking to integrate advanced AI capabilities into their code review practices.

  • Enhanced Review Capabilities: adamsreview performs multi-lens code reviews, utilizing up to seven parallel sub-agent lenses (e.g., correctness, security, UX) and optional ensemble reviews with Codex CLI to offer a more comprehensive analysis than competing tools.
  • Automated Fix Loop: A standout feature is the automated fix loop. The fix command dispatches specialized agents to apply fixes, then re-reviews the changes with Opus, reverts any regressions, and commits the surviving fixes.
  • Interactive Walkthroughs: The walkthrough command provides an interactive user interface to guide developers through uncertain findings, allowing them to promote specific issues for auto-fixing or make human judgments.
  • Persistent State and Flexibility: Review state is stored in persistent JSON artifacts, allowing for clear context between review stages and enabling independent execution of commands. Developers can go straight from review to fix or manage findings over an extended period.
  • Cost-Effective Operation: Unlike some alternatives, adamsreview runs against a regular Claude Code subscription (Max plan recommended) without tapping into extra usage pools.
  • Six Core Commands: The plugin provides a robust set of slash commands: review, codex-review, add (to inject external findings), walkthrough, fix, and promote (to manually elevate a finding's priority).
  • Dependency Management: Utilizes uv for Python dependencies, ensuring smooth installation and execution, and supports common development tools like jq, gh, git, and bash.
  • Token Tracking: Offers detailed logging of 'Sub-agent tokens' for precise cost tracking and optional 'Orchestrator tokens' for an estimated total session cost, with clear explanations of their scope and limitations.

adamsreview presents a powerful solution for developers seeking to significantly upgrade their AI-assisted code review workflow within the Claude Code environment. By offering deeper analysis, automated remediation, and flexible human oversight, it aims to enhance code quality and developer efficiency, making it a compelling tool for pro developers and AI code review enthusiasts.