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God Anti Slop

Community
cumabozkurt
god-anti-slop

Detect and eliminate generic "AI slop" in design and copy - the visual, typographic, layout, color, iconography, imagery, motion and copywriting tells that make output look machine-made and templated - with a concrete fix for each and a pre-delivery slop gate. Use on every design before handing it over, or when the user says the result looks generic, boring, templated or AI-generated.

Overview

Publishercumabozkurt
Repositorygod-of-design
Skill namegod-anti-slop
Stars
7
Forks
1
Bundled files
Instructions only
LicenseMIT
Links
Skill sourceRepositoryHomepage
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by cumabozkurt on GitHub. Read the source before you install it.

Installation

Install the God Anti Slop AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/cumabozkurt/god-of-design/tree/main/skills/god-anti-slop
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/cumabozkurt/god-of-design.git /tmp/god-of-design
mkdir -p .claude/skills
cp -r /tmp/god-of-design/skills/god-anti-slop .claude/skills/god-anti-slop
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable God Anti Slop in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads God Anti Slop on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so God Anti Slop is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

God Anti-Slop

AI output drifts toward the average of its training data. The average is generic. These tells come from reviewing many generated UIs and the anti-slop work of the community (see docs/research/benchmark-50-repos.md). Each one comes with its fix.

The tells and the fixes

Colour

TellFix
Purple→blue (or purple→pink) gradient heroDerive the accent from the subject's world; use a single hue, or a gradient with close hues
Gradient text on headlinesSolid ink; emphasis through size, weight or a single rule
Neon glow everywhere on dark modeGlow only on the focal element, if at all
Pure #000 on pure #FFF for long textTinted near-black on off-white (see god-color)
Grey text on coloured backgrounds (low contrast)Use a tint of the background colour or white/ink at ≥ 4.5:1
Random rainbow of accent coloursOne accent + semantic colours only

Typography

TellFix
Inter/Roboto/Poppins by default for everythingPick fonts for the voice (see god-typography pairings)
One word in the headline coloured or italic for "emphasis"Let the sentence do the work; emphasis only when it carries meaning
Tiny all-caps "eyebrow" labels above every headingUse only where they add information (section numbers, categories)
Centered paragraphsLeft-align body text
Headline clichés: "Unlock", "Elevate", "Supercharge", "Revolutionize", "Seamless", "Next-gen", "Your all-in-one…"Concrete outcome + audience + proof ("Close your books in 2 days, not 10")

Layout

TellFix
Hero → 3 identical icon cards → 3 identical cards → CTAVary section structure: split, bento, list, big quote, data, image-led
Cards inside cards; borders on everythingGroup with spacing and type; one container level
Everything centred, symmetric, same spacingAsymmetric grid, scale contrast, one deliberate grid break
Fake numbered markers (01/02/03) on non-sequential contentNumbers only for real sequences
Big stat + tiny label + gradient as the default heroOpen with the most characteristic thing in the subject's world
Uniform 16px radius on every elementRadius scale tied to element size (concentric corners: inner = outer − padding)
Floating blurred blobs behind every sectionOne background idea, used deliberately

Iconography & imagery

TellFix
✨ sparkle icon as "AI" identity; 🚀 rocket for "launch"Custom or meaningful iconography; drop emoji from UI
Rounded-square icon tile above every headingIcons inline, or none; or a bespoke illustration per section
Emoji bullet points (✅ 🔥 💡)Real list styles, small custom markers, or none
Corporate Memphis people, 3D glossy blobs, generic isometric serversReal photography, bespoke illustration in a defined style, product UI
Stock photos of people pointing at laptops, handshakesAuthentic, specific imagery; the product itself
AI images with garbled text, extra fingers, plastic skinAdd text in code; fix or regenerate; prefer real assets

Interaction & motion

TellFix
Everything fades up on scroll with the same delayAnimate only what needs attention; vary choreography; respect reduced motion
Hover scale 1.05 + shadow on every cardSubtle, state-appropriate feedback
Missing states (focus, error, empty, loading)Design every state (see god-ui-ux)

Copy

TellFix
"In today's fast-paced world…", "Whether you're a X or a Y…"Start with the point
Rule-of-three adjective stacks ("fast, simple, and powerful")One specific claim with proof
Em-dash-heavy, "It's not just X, it's Y" constructionsPlain declarative sentences
Lorem ipsum or placeholder testimonials ("John Doe, CEO")Real or clearly marked sample content, realistic and local (Turkish names for a Turkish audience)

The slop gate (run before delivery)

Answer each with yes/no. Any "no" must be fixed or explicitly justified.

  1. Could this design belong to a different company if you swapped the logo? (It should not.)
  2. Is the aesthetic direction nameable in one sentence, and is it visible in every section?
  3. Are the fonts deliberate choices (not defaults) and limited to two?
  4. Is there exactly one accent colour, and does it come from the subject?
  5. Do section layouts vary meaningfully?
  6. Are all icons and images specific to the content (no sparkles, rockets, generic stock)?
  7. Is all copy concrete (numbers, names, outcomes) with zero cliché phrases?
  8. Do all text pairs pass WCAG AA contrast, and do all interactive elements have focus states?
  9. Are empty, loading, error and long-content states handled?
  10. Would a senior art director recognise intent in the spacing, alignment and type scale?

If 3 or more answers fail, redo the direction step in god-of-design, not just the details.

Frequently asked questions

What does the God Anti Slop AI skill do?

Detect and eliminate generic "AI slop" in design and copy - the visual, typographic, layout, color, iconography, imagery, motion and copywriting tells that make output look machine-made and templated - with a concrete fix for each and a pre-delivery slop gate. Use on every design before handing it over, or when the user says the result looks generic, boring, templated or AI-generated.

Why use God Anti Slop on TypingMind?

Because you install it once and use it with any model. God Anti Slop is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install God Anti Slop in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/cumabozkurt/god-of-design/tree/main/skills/god-anti-slop. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use God Anti Slop?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with God Anti Slop?

As many as you like. As long as a model supports skills, you can use God Anti Slop with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the God Anti Slop AI skill free?

Yes. It is published on GitHub by cumabozkurt under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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