---
title: "Human-in-the-loop Review"
pageType: "tool-profile"
schemaVersion: "1.0"
snapshotId: "tv-20260915-f4c107995a2e"
generatedAt: "2026-09-15T07:02:20.000Z"
canonicalUrl: "https://toolvitals.com/tools/human-in-the-loop-review/"
jsonUrl: "https://toolvitals.com/api/agent/tools/human-in-the-loop-review"
indexable: true
---

# Human-in-the-loop Review

Human-in-the-loop code review platform for vibecoded projects.

## Decision context

- Status: critical
- ToolVitals score: 8/100
- Health score: 14/100
- Shipping score: 0/100
- Score mode: verdict
- Data confidence: 90/100
- Source coverage: 75/100
- Last evidence check: 2026-09-15

## Classification

- Use case: Code Review (code-review)
- Category: Developer Tools (developer-tools)
- Tool mode: Source-visible project
- Openness: OSI-approved OSS
- License: MIT
- Tags: code-review, developer-tools, ai, automation, open-source, ai-agent, ai-code-review, automated-code-review, claude-code, coderabbit-alternative, copilot, cursor, github-actions, human-in-the-loop, pull-request, vibe-coding

## Public repository signals

- Repository: [marsiandeployer/human-in-the-loop-review](https://github.com/marsiandeployer/human-in-the-loop-review)
- Stars: 2 (adoption context only)
- Forks: 1
- Open issues: 36
- Last commit date: 2026-05-09
- Releases in 90 days: 0

## Source receipts

- [Official website](https://onout.org/) — checked 2026-09-15
- [Source repository](https://github.com/marsiandeployer/human-in-the-loop-review) — checked 2026-09-15

## Discovery status

- Search indexable: yes
- Reason: sufficient tool evidence

## Interpretation limits

- ToolVitals scores summarize bounded public maintenance, shipping, openness, and evidence signals. They are not user-review ratings.
- GitHub stars and related popularity metrics are adoption context, not quality evidence.
- Missing values mean not collected or not confidently established; they do not mean zero.
- Public signals do not prove security, uptime, support quality, customer satisfaction, or production suitability.
- Verify material decisions against the linked first-party sources and your own requirements.