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anti-ai-slop

Detect and remove generic AI-generated UI fingerprints such as templated SaaS structure, fake chrome, invented metrics, and repeated card rhythms.

Skill by SofianeBel

IndexedMIT
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Install

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/sofianebel-anti-ai-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

Detect and remove generic AI-generated UI fingerprints such as templated SaaS structure, fake chrome, invented metrics, and repeated card rhythms.

Use cases: design

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Permissions

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

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/anti-ai-slop

What's inside

Skill name
anti-ai-slop
Description
Detect and remove generic AI-generated UI fingerprints such as templated SaaS structure, fake chrome, invented metrics, and repeated card rhythms.
License
MIT
Instructions
20 lines in SKILL.md · view on GitHub

Files (5)

  • SKILL.md
  • component-states.md · references/
  • hallmark-inspired.md · references/
  • slop-gates.md · references/
  • structural-fingerprints.md · references/

SKILL.md (first lines)

# Anti-AI-Slop

Use this skill when the UI is technically correct but looks generated, templated, or interchangeable with many AI-made pages.

## Workflow

1. Read the current UI and latest `artifacts/reports/visual-report.json`.
2. Check the Hallmark component for severe anti-slop failures first.
3. In `exact_mockup` mode, block slop without changing the mockup's intended structure.
4. In `design_dna` mode, extract visual rhythm and personality without copying pixels.
5. Run `npm run hallmark:audit` or the full `npm run validate:ui` after changes.

## References

- `references/hallmark-inspired.md`
- `references/structural-fingerprints.md`
- `references/slop-gates.md`
- `references/component-states.md`

From SofianeBel/codex-frontend-plugin, MIT.

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Last commit (this folder)
Jun 4, 2026 (4 months ago)
Last release
Jun 4, 2026 (4 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-ai-slop skill. Agent Mart. https://agentmart.dev/skills/sofianebel-anti-ai-slop (last updated 2026-10-24)