Gemini Executive Synthesis

adamsreview, a Claude Code plugin for multi-stage, multi-agent PR reviews with persistent state, validation passes, and ensemble review capabilities.

Technical Positioning

A superior AI code review tool for Claude Code users, claiming to catch 'dramatically more real bugs' and produce 'fewer false positives' compared to existing solutions like Claude's built-in reviews, CodeRabbit, Greptile, and Codex.

SaaS Insight & Market Implications

The market for AI-driven code review tools is highly competitive, with developer trust being the paramount factor. This product directly addresses a significant pain point: the unreliability and high false-positive rates of current AI review solutions. By leveraging multi-stage agents, persistent state, and validation passes, adamsreview aims to deliver higher accuracy and deeper analysis, a critical differentiator. The claim of catching more real bugs with fewer false positives directly impacts developer productivity and code quality, driving adoption. The ability to clear context between stages and use human-in-the-loop features (AskUserQuestion) acknowledges the need for controlled automation. This positions it as a valuable enhancement for enterprises seeking to integrate AI into their CI/CD pipelines effectively.

Proprietary Technical Taxonomy

Raw Developer Origin & Technical Request

Hacker News May 11, 2026

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

I built adamsreview, a Claude Code plugin that runs deeper, multi-stage PR reviews using parallel sub-agents, validation passes, persistent JSON state, and optional ensemble review via Codex CLI and PR bot comments.On my own PRs, it has been catching dramatically more real bugs than Claude’s built-in /review, /ultrareview, CodeRabbit, Greptile, and Codex’s built-in review, while producing fewer false positives.adamsreview is six Claude Code slash commands packaged as a plugin: review, codex-review, add, promote, walkthrough, and fix. I modeled it after the built-in /review command and extended it meaningfully.You can clear context between review stages because state is stored in JSON artifacts on disk, with built-in scripts for keeping it updated.The walkthrough command uses Claude’s AskUserQuestion feature to walk you through uncertain findings or items needing human review one by one. Then, the fix command dispatches per-fix-group agents and re-reviews the work with Opus, reverting any regressions before committing survivors.It runs against your regular Claude Code subscription (Max plan recommended), unlike /ultrareview, which charges against your Extra Usage pool.I would love feedback from Claude Code users, pro devs, and anyone with strong opinions about AI code reviews.Repo: github.com/adamjgmiller/adam...
/plugin marketplace add adamjgmiller/adamsreview, /plugin install adamsreview@adamsreview

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Developer Debate & Comments

adamthegoalie • May 11, 2026

Does anyone have an open PR on a public repo?I'll run this against your PR for you with my CC credits as a sort-of benchmark! Send me your PR link :)

kuri-sun • May 11, 2026

Curious what kinds of bugs the multi-agent setup catches thatsingle-pass review misses in practice. Is it more about coverage(different agents looking at different aspects) or about getting a second opinion on the same aspect? The README has examples but the mechanism by which the parallelism actually helps isn't obvious to me from them.

madamelic • May 11, 2026

Neat idea.I am more curious about your AI workflow as I stay away from other's tools because I don't trust vibe-code related tools.What is the workflow difference between `fragments/` and `plans/`. They seem logically the same but seem to have been used for different purposes.Is this something it did on its own or is this something you prompted it to do?

parasmadan • May 11, 2026

Why not just use an eval harness to prove this catches more real bugs? Benchmarks on actual bug classes would be far more convincing than comparing against /review.

moomin • May 11, 2026

Is there a good way of adding in your own rules to the review? I’m always in the market for better review tools but I also need to check against internal coding stands and expectations,

Ozzie-D • May 11, 2026

the irony of multi-agent code review is that the people who would use it are already the ones who care about code quality. the real problem is everyone else just hitting accept on whatever claude spits out without even reading the diff. tooling for review keeps getting better while the average review effort keeps going down.

nkmnz • May 11, 2026

Great project! I’ve build something similar, not very clean and polished, but focussed around deterministic orchestration of multiple agents via typescript, because a coordinating agent was notoriously bad at things such as fetching relevant tickets and other context. One thing I struggle with so far, though, are the actual instructions for the review themselves. They are either too vague, leading to superficial or overly broad reviews, or too specific and thus not applicable to different kinds of PRs…

thesimon • May 11, 2026

> Runs against your regular Claude Code subscription (Max plan recommended) — unlike /ultrareview, which charges against your Extra Usage pool.How expensive is it to run in your experience? In $ or tokens?

yuppiepuppie • May 11, 2026

The best code review improvement I have done in my workflow with Claude is using tuicr (https://tuicr.dev).It runs locally, YOU review all the code locally, and feedback that to Claude.Agents reviewing AI code always felt dirty to me, especially when working on production (non-disposable) code.

docheinestages • May 11, 2026

We seem to be fighting complexity with complexity. Does it really help?

Frequently Asked Questions

Market intelligence mapped to adamsreview, a Claude Code plugin for multi-stage, multi-agent PR reviews with persistent state, validation passes, and ensemble review capabilities..

What problem does adamsreview, a Claude Code plugin for multi-stage, multi-agent PR reviews with persistent state, validation passes, and ensemble review capabilities. solve?

Based on our AI analysis of the original developer request, its primary technical positioning is: A superior AI code review tool for Claude Code users, claiming to catch 'dramatically more real bugs' and produce 'fewer false positives' compared to existing solutions like Claude's built-in reviews, CodeRabbit, Greptile, and Codex.

Are engineers actively discussing adamsreview, a Claude Code plugin for multi-stage, multi-agent PR reviews with persistent state, validation passes, and ensemble review capabilities.?

Yes, we have tracked 32 direct responses and active debates regarding this specific topic originating from Hacker News.

What are the foundational technologies related to adamsreview, a Claude Code plugin for multi-stage, multi-agent PR reviews with persistent state, validation passes, and ensemble review capabilities.?

Our proprietary extraction maps adamsreview, a Claude Code plugin for multi-stage, multi-agent PR reviews with persistent state, validation passes, and ensemble review capabilities. to adjacent architectural concepts including Claude Code plugin, multi-stage PR reviews, parallel sub-agents, validation passes.

Are developers creating tools for adamsreview, a Claude Code plugin for multi-stage, multi-agent PR reviews with persistent state, validation passes, and ensemble review capabilities.?

Yes, open-source adoption is correlated. An active project titled 'uditgoenka/autoresearch' explores similar frameworks: Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy's autoresearch. Modify → Verify → Keep/Discard...

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