How does LiveReview decide which pull requests to auto-approve?

Every PR receives a risk score using LLM analysis, incident-trained machine learning, and code-graph analysis. The lowest-risk 30-50% are safely auto-approved, while riskier changes are sent to engineers.

Is LiveReview free to use?

Yes. According to the listing, LiveReview is free and self-hostable.

Which platforms does LiveReview work with?

The product is listed with GitHub as a topic, indicating it works with GitHub pull requests.

LiveReview

Free, Risk-Aware Code Review: Auto Approve Low-Risk Changes

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Listing details

HiCyou directory record

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Listed website: producthunt.com
Directory record created: Nov 8, 2026
Last record update: Nov 8, 2026

Listing information

Overview
5 key features
4 use cases

This page describes HiCyou's directory record. It is not a security, ownership, or product-quality certification.

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What is LiveReview

LiveReview is an AI-powered code review tool that risk-scores every pull request. The lowest-risk 30-50% of PRs are auto-approved, while riskier changes are routed to the engineers best suited to review them. It combines LLM analysis, incident-trained machine learning, and code-graph analysis, and is inspired by Meta's internal AI review system. It is free and self-hostable.

Key Features

Risk-scoring for every pull request

Automatic approval of the lowest-risk changes

Routing of risky PRs to the appropriate engineers

LLM, incident-trained ML, and code-graph analysis

Free and self-hostable deployment

Use Cases

Reducing senior reviewer workload on low-risk PRs
Cutting production incidents and rollbacks through risk-aware review
Integrating AI code review into GitHub workflows
Self-hosting code review automation within engineering teams

Why do startups need this tool?

Startups with limited senior engineering capacity can use LiveReview to auto-approve low-risk pull requests and focus expert attention on the changes that matter most, reducing reviewer load and the risk of incidents and rollbacks without adding cost, since the tool is free and self-hostable.