unslop

Detect AI-generated slop in code, comments, and UI components.

Updated Apr 16, 2026
One-click install
npx skills add https://github.com/vib795/copilot-anatomy --skill unslop-vib795
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: unslop
Source: https://github.com/vib795/copilot-anatomy/tree/main/.github/skills/unslop
Command: npx skills add https://github.com/vib795/copilot-anatomy --skill unslop-vib795

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Three parallel analysis passes that detect and report AI-generated "slop" — generic, template-looking, over-enthusiastic output that makes code, comments, and UI feel artificial.

Core Features & Use Cases

  • Detect AI-generated slop in code, comments, and UI elements.
  • Run three parallel passes (Code Slop, Comment Rot, Design Slop) on changed files or a scoped path.
  • Produce structured findings with guidance and optional safe auto-fixes before merging.

Quick Start

Use the unslop skill to analyze all files changed since the base branch.

Frequently Asked Questions about unslop

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

FAQPage Schema
How do I detect and remove AI-generated slop from my codebase before merging?

To detect AI slop in your codebase, run three parallel analysis passes—Code Slop, Comment Rot, and Design Slop—on changed files to identify generic, template-looking output and apply optional safe auto-fixes before merging.

What is comment rot and how do I find it in changed files?

Comment rot is AI-generated, generic commentary that makes code feel artificial. You can detect it by running a parallel analysis pass on files changed since your base branch, which reports structured findings for review.

Can I automatically fix AI design slop in UI components?

You cannot automatically fix design slop in UI components. The tool intentionally avoids auto-fixing design slop and potentially unsafe edits, only applying optional auto-fixes for safe changes to code and comments.

How do I scope AI slop detection to a specific path instead of all changed files?

You can scope AI slop detection to a specific path by providing optional path scoping arguments. By default, the tool operates on changed files since the base branch, but path scoping narrows the three parallel passes.

Does AI code slop detection work without external dependencies or components?

Yes, AI code slop detection works without external dependencies or components. It executes three deterministic parallel passes internally to produce structured findings without requiring additional setup.