TL;DR

Adamsreview, a new multi-agent code review plugin for Claude Code, has been introduced on Show HN. It employs a six-command pipeline to improve bug detection and reduce false positives, according to its creator. The tool is available for Claude Code subscription users, with higher effectiveness claimed over existing review methods.

The developer of ‘adamsreview’ has announced a new multi-agent code review plugin for Claude Code, designed to improve bug detection and reduce false positives. The tool is available for users with a Claude Code subscription and introduces a six-command pipeline for comprehensive code reviews. This development matters because it aims to significantly enhance code review quality for AI-assisted programming.

Adamsreview is a plugin that integrates with Claude Code, offering a multi-stage review process that employs parallel sub-agents to analyze code from various perspectives, including correctness, security, and user experience. The core commands include /review, /codex-review, /add, /walkthrough, /fix, and /promote, each serving specific functions in the review and fixing pipeline. The creator reports anecdotal evidence suggesting the tool detects more real bugs and produces fewer false positives than existing solutions like Claude’s built-in /review, CodeRabbit, Greptile, and Codex’s review features.

The pipeline involves multiple validation passes, deduplication, and an automated fix loop that re-reviews and reverts regressions before committing changes. It can be run against a user’s PRs, with higher effort levels available for more thorough reviews. The plugin is designed to be flexible, allowing manual intervention, external findings injection, and human override at various stages. It is recommended for use with Claude Code’s Max plan, as it runs against the subscription without additional charges for extra usage, unlike some existing tools.

Why It Matters

This development is significant because it addresses ongoing challenges in AI-assisted code review, such as false positives and missed bugs. By employing a multi-agent, multi-stage pipeline, adamsreview claims to improve bug detection accuracy, which could lead to higher code quality and faster review cycles. Its introduction could influence how developers incorporate AI tools into their workflow, potentially setting a new standard for automated code review processes.

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AI code review tools

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Background

Claude Code’s built-in review features and third-party tools like CodeRabbit and Greptile have been used by developers, but anecdotal reports suggest limitations in bug detection and false positive rates. The recent release of adamsreview builds on existing review commands (/review, /ultrareview) and extends them into a comprehensive pipeline modeled after internal Claude review mechanisms. The developer’s claims are based on personal experience, with no independent validation yet available. The plugin is designed to run within Claude Code’s ecosystem, leveraging its API and command structure.

“On my own PRs, it’s been catching dramatically more real bugs than Claude Code’s built-in /review, /ultrareview, CodeRabbit, Greptile, and Codex’s built-in review — while producing fewer false positives.”

— Developer of adamsreview

“The multi-stage pipeline seems promising for reducing false positives and catching more bugs early.”

— Anonymous user on Show HN

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multi-agent code review software

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What Remains Unclear

It is not yet clear how adamsreview performs across a broad range of projects or how it compares in real-world settings outside the developer’s anecdotal experience. Independent validation and user adoption data are still unavailable, and the effectiveness of the pipeline’s automation and human overrides remains to be confirmed in practice.

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What’s Next

Further validation of adamsreview’s performance will likely emerge as more users adopt it and share their experiences. Updates may include improvements based on user feedback, additional features, or integration with other developer tools. The developer may also release documentation and tutorials to facilitate wider adoption.

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automated code review plugin for Claude

As an affiliate, we earn on qualifying purchases.

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Key Questions

How does adamsreview improve upon existing Claude Code review tools?

It employs a multi-agent, multi-stage pipeline that performs parallel code analysis, validation, auto-fixes, and human review, aiming to detect more bugs with fewer false positives than current tools.

Is adamsreview available for all Claude Code users?

It runs against the Max plan subscription and can be installed via the plugin marketplace, with specific commands for different review and fixing stages.

What are the main commands of adamsreview?

Key commands include /review, /codex-review, /add, /walkthrough, /fix, and /promote, each serving distinct roles in the review process.

Has adamsreview been independently validated?

Currently, the claims are anecdotal from the developer’s experience; independent validation and broader testing are still pending.

Will adamsreview be integrated with other development workflows?

The plugin is designed to fit into existing PR review workflows within Claude Code, with potential for future enhancements based on user feedback.

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