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

Adamsreview, a new plugin for Claude Code, has been launched, providing a multi-stage, multi-agent code review pipeline designed to catch more bugs and reduce false positives compared to existing tools.

The plugin, available for Claude Code’s Max plan, introduces six core commands that enable parallel sub-agent analysis, validation passes, and automated fixes. It models after Claude’s built-in /review but extends functionality with features like persistent JSON state, cross-agent deduplication, and a fix loop that reverts regressions before committing. The pipeline includes commands such as /adamsreview:review, /adamsreview:codex-review, /adamsreview:add, /adamsreview:walkthrough, /adamsreview:fix, and /adamsreview:promote, each serving specific review, validation, and correction functions. The tool has reportedly detected significantly more bugs in personal testing than Claude’s native review options, with fewer false positives, according to the developer.

Why It Matters

This development matters because it enhances the efficiency and accuracy of code review processes within Claude Code, potentially reducing bugs in software projects and streamlining developer workflows. The advanced multi-agent approach aims to outperform existing review methods, which can lead to higher code quality and fewer regressions.

Background

Claude Code has gained popularity for its AI-assisted code review capabilities, with built-in commands like /review and /ultrareview. However, users have noted limitations in bug detection accuracy. The new ‘adamsreview’ plugin builds on these features by adding multi-stage, parallel analysis, and automated fixing, representing an evolution in AI-driven code review tools. The plugin’s release follows ongoing efforts to improve AI-assisted development workflows and reduce manual review overhead.

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

— Developer of adamsreview

“The plugin models after Claude’s built-in /review but extends into a six-command pipeline with parallel analysis, validation, and auto-fix loops.”

— Unspecified source

What Remains Unclear

It is not yet clear how the plugin performs across diverse codebases or in large-scale enterprise environments. The developer’s claims are anecdotal, and broader testing results are pending.

What’s Next

Further adoption by the developer community is expected, along with potential updates to improve usability and integration. Formal testing and user feedback will determine its effectiveness across varied projects. The developer plans to document more detailed performance metrics and usage guides.

Key Questions

How does adamsreview compare to Claude’s native /review?

According to the developer, adamsreview detects more bugs with fewer false positives in personal testing, thanks to its multi-stage, parallel analysis pipeline.

Is adamsreview available for all Claude Code users?

It is available for users on the Max plan and can be installed via the plugin marketplace.

What are the main features of adamsreview?

It offers multi-lens code review, parallel sub-agent analysis, automated fixing with rollback, human walkthrough, and integration of external findings, all within a six-command pipeline.

Can adamsreview replace manual code review entirely?

While it automates many review tasks and improves bug detection, human oversight remains important, especially for complex or judgment-dependent issues.