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anti-slop

Detecting and eliminating generic AI-generated aesthetics, writing patterns, and design defaults.

Skill by Dragoon0x

IndexedMIT★ 13
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/dragoon0x-anti-slop

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Detecting and eliminating generic AI-generated aesthetics, writing patterns, and design defaults. The core quality gate for all EDC output.

Use cases: design, writing

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/anti-slop

What's inside

Skill name
anti-slop
Description
Detecting and eliminating generic AI-generated aesthetics, writing patterns, and design defaults. The core quality gate for all EDC output.
License
MIT
Instructions
59 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Anti-Slop Detection

The number one problem with AI-generated design and content is convergence toward the average. This skill identifies and eliminates it.

## Visual Slop Patterns

### Typography Defaults (flag and replace)
| Slop Font | Why It's Slop | Alternatives |
|-----------|--------------|-------------|
| Inter | AI default, zero personality | Satoshi, General Sans, Switzer, Cabinet Grotesk |
| Roboto | Android default, bland | Plus Jakarta Sans, DM Sans, Outfit |
| Arial/Helvetica | System fallback, lazy | Neue Haas Grotesk, Akkurat, Suisse |
| Open Sans | "Safe" choice, invisible | Source Sans 3, Nunito Sans, Figtree |
| Poppins | Overused geometric, trending slop | Lexend, Urbanist, Sora |
| Space Grotesk | AI favorite, oversaturated | JetBrains Mono (code), Geist, Fira Code |
| Montserrat | 2018 called | Clash Display, Manrope, Instrument Sans |

### Color Slop (flag on sight)
- Purple-to-blue gradient on white background
- Teal + coral accent combo
- Generic "tech blue" (#4A90D9 vicinity)
- Indigo primary with gray secondary
- Any gradient that looks like a Stripe marketing page clone

### Layout Slop (restructure)
- Hero section: big text, subtitle, two buttons, background image/gradient
- Three-column feature grid with icons
- Alternating left-right content blocks
- Testimonial carousel with headshots and quotes
- Footer with 4 link columns
- "Trusted by" logo bar

### Copy Slop (rewrite)
- "Designed for [broad audience]"
- "The all-in-one platform for..."
- "Powerful yet simple"
- "Join thousands of [users] who..."
- "Get started in minutes"
- "Built for teams of all sizes"

## Detection Process

1. **Scan** — Check output against known slop patterns above
2. **Score** — Count violations (0 = clean, 1-3 = mild, 4+ = full slop)
3. **Diagnose** — Identify root cause (lazy default? wrong reference? no creative brief?)
4. **Prescribe** — Provide specific alternatives that serve the same function with actual personality
5. **Verify** — Check replacement isn't just different slop

## The Test

Ask: "If I showed this to someone without context, could they tell if it was made by a human designer or an AI?" If the answer is AI, it's slop. Start over.

## What Anti-Slop Is NOT

- It's not anti-simplicity. Minimal design is great. Generic design is not.
- It's not anti-convention. Conventions exist for good reasons. But they should be chosen, not defaulted to.
- It's not chaos for chaos's sake. Weird isn't automatically good. Intentional is.

From Dragoon0x/everything-design-taste, MIT.

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Forks
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Open issues
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Last commit (this folder)
Apr 10, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

anti-slop skill. Agent Mart. https://agentmart.dev/skills/dragoon0x-anti-slop (last updated 2026-10-24)