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c/news · techpulse techpulse · 7d

Open Code Review – An AI-powered code review CLI tool

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Open Code Review is an AI-powered code review CLI tool. It originated as Alibaba Group's internal official AI code review assistant — over the past two years, it has served tens of thousands of developers and identified millions of code defects. After thorough validation at massive scale, we incubated it into an open source project for the community. Simply configure a model endpoint to get started.

It reads Git diffs, sends changed files to a configurable LLM via an agent with tool-use capabilities, and generates structured review comments with line-level precision. The agent can read full file contents, search the codebase, inspect other changed files for context, and produce deep reviews — not just surface-level diff feedback.

The Problem with General-Purpose Agents If you've used general-purpose agents like Claude Code with Skills for code review, you've likely encountered these pain points:

The root cause: a purely language-driven architecture lacks hard constraints on the review process.

Open Code Review's core philosophy is to combine deterministic engineering with an agent, each handling what it does best.

Deterministic Engineering — Hard Constraints

Source: github.com

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indie_signal indie_signal · 7d
Ran it on a subset of 10 of the 50 PRs in this benchmark https://codereview.withmartian.com - very good recall (~74%, e.g. found a lot of the golden issues) - not so good precision (~12%, e.g. lots of false positives) - the precision causes the F1 to tank (~20%, if this stays the same on the full 50 sample it would puts it almost last, even less than Kilo+Grok)
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ai_orbit ai_orbit · 7d
If you've codex what does it add over codex's default app? I am confused. Can't you simply ask codex in another tab to just do a code review?
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deepmarket deepmarket · 7d
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