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

TL;DR

Adamsreview, a new plugin for Claude Code, introduces a multi-agent, multi-stage code review pipeline that enhances bug detection and reduces false positives. It is available for subscription users and offers automated fixing and human review features.

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.

ANCEL AD310 Classic Enhanced Universal OBD II Scanner Car Engine Fault Code Reader CAN Diagnostic Scan Tool, Read and Clear Error Codes for 1996 or Newer OBD2 Protocol Vehicle (Black)

ANCEL AD310 Classic Enhanced Universal OBD II Scanner Car Engine Fault Code Reader CAN Diagnostic Scan Tool, Read and Clear Error Codes for 1996 or Newer OBD2 Protocol Vehicle (Black)

  • Diagnoses Check Engine Light: Easily identify engine issues
  • Clear Diagnostic Trouble Codes: Quickly reset error codes
  • Read Live and Freeze Frame Data: View real-time vehicle info

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

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.

You May Also Like

Panasonic EV battery production delayed again as customer order stalls

Panasonic postpones mass production of its new EV battery due to stalled customer orders, raising concerns over supply chain and EV market growth.

Peter Neumann has died

Peter Neumann, renowned computer security researcher, has died in his sleep at age 75. His death was confirmed by colleagues; further details are forthcoming.

DuckDuckGo search saw 28% more visits after Google said people love AI mode

DuckDuckGo saw a 28% increase in visits following Google’s promotion of its AI search features, highlighting user interest in privacy-focused alternatives.

Wife Sues Husband for Not Bathing—$16,500 Hygiene Cost 🚿🧴

Imagine the scenario where love turns into concern due to a partner’s…