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ai-slop-review

Identify AI-generated code in Go, Python, Rust, and Svelte/TypeScript codebases using a 3-lens review workflow with calibration and synthesis phases.

1|Updated Apr 4, 2026
Search Tags:#calibration#static-analysis#code-review#slop-detection#ai-slop#idiom
One-click install
npx skills add https://github.com/SentioLabs/agent-nexus --skill ai-slop-review
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-slop-review
Source: https://github.com/SentioLabs/agent-nexus/tree/main/claude-marketplace/plugins/slop-review/skills/ai-slop-review
Command: npx skills add https://github.com/SentioLabs/agent-nexus --skill ai-slop-review

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill helps teams detect and surface code that might have been AI-generated, enabling targeted review and remediation.

Core Features & Use Cases

  • 3-lens parallel review for AI authorship signals, idiom fluency, and code quality
  • Calibration stage to score and filter findings for final synthesis
  • Language references and a structured workflow to guide reviewers through Phase 1, Phase 2, and Phase 3
  • Supports multi-language codebases (Go, Python, Rust, Svelte/TypeScript)

Quick Start

Run the AI Slop Review workflow on your repository to identify AI-authored code and surface findings.

Frequently Asked Questions about ai-slop-review

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect AI-generated code in my repository?▼

Reviewing AI-authored code requires checking AI authorship signals, idiom fluency, and code quality through a structured pipeline. This Skill automates that three-lens review across multiple languages to surface AI slop for targeted remediation.

Does AI slop detection work with Go, Python, Rust, and Svelte codebases?▼

AI slop detection supports multi-language codebases including Go, Python, Rust, and Svelte/TypeScript. It uses language-specific references to evaluate idiom fluency and code quality during the Phase 1 review workflow.

What is the best way to review AI-authored code for non-idiomatic patterns?▼

The best way to review AI-authored code for non-idiomatic patterns is a structured triage pipeline. This Skill applies a three-lens review checking authorship, idiom fluency, and quality, then calibrates findings before final synthesis.

How does the calibration stage filter AI slop findings?▼

The calibration stage filters AI slop findings by scoring the results from the initial Phase 1 authorship and code quality checks. This ensures only relevant signals pass through to the Phase 3 synthesis for final review.

Can I use static analysis to catch AI slop in TypeScript repositories?▼

You can catch AI slop in TypeScript repositories using this Skill's static analysis workflow. It evaluates Svelte and TypeScript code through a three-lens review to identify AI authorship signals and idiom fluency issues.

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