Agent skill

Design Anti Slop

by KartikLabhshetwar in KartikLabhshetwar/better-shot

Detect and fix AI design slop — the convergent look that shows up across AI-generated landing pages and dashboards (purple/indigo gradients, rounded-2xl everywhere, three-box feature grids, bento…

Custom licenceAuto-check passedFrontend & Design

Install Design Anti Slop

skills CLI
$ npx skills add KartikLabhshetwar/better-shot --skill design-anti-slop -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install KartikLabhshetwar/better-shot design-anti-slop --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/KartikLabhshetwar/better-shot.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/design-anti-slop .claude/skills/design-anti-slop && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
design-anti-slop
GitHub stars
2.4k
Token cost
~2.5k tokens
SKILL.md length
1,422 words
Files
7
Skills in repo
12
Repo updated
First seen
Licence
Custom licence

At a glance

Detect and fix AI design slop — the convergent look that shows up across AI-generated landing pages and dashboards (purple/indigo gradients, rounded-2xl everywhere, three-box feature grids, bento…

  • Works in 3 steps: Conceptual fixes (layer 3) first. If the… → Structural fixes (layer 2) next. If the… → Visual fixes (layer 1) last. Only reach…
  • The user asks Claude to build/generate/mock up a landing page
  • SKILL.md covers When to pick a mode, Saved preferences vs.…, The pattern catalog and Rank remediations by layer,…, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Design Anti Slop is an agent skill from KartikLabhshetwar/better-shot. Detect and fix AI design slop — the convergent look that shows up across AI-generated landing pages and dashboards (purple/indigo gradients, rounded-2xl everywhere, three-box feature grids, bento dashboards, aspirational-but-empty hero copy, etc.). Use this skill whenever the user asks Claude to build/generate/mock up a landing page, dashboard, or SaaS UI, OR when the user shares an existing design (screenshot, URL, code, Figma link) and asks for critique, feedback, "does this look AI-generated?", or "make this…

Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files (for example `patterns/conceptual.md`, `patterns/structural.md` and `patterns/visual.md`).

It sits in Frontend & Design, covering Landing pages and Humanizing AI text. It works with Figma and macOS. The repository describes itself as: Screenshot, screen recording, and video editor for macOS. Native SwiftUI app with capture deck, 75+ customizable shortcuts, URL scheme automation, and self-hosted cloud sharing…

When your agent uses it

  • The user asks Claude to build/generate/mock up a landing page
  • When the user shares an existing design (screenshot
  • Figma link) and asks for critique
  • Does this look AI-generated?

Example prompts

  • “does this look AI-generated?”
  • “make this less generic.”
  • “— phrases like”
  • “/design-anti-slop”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. Conceptual fixes (layer 3) first. If the hero claim is hollow or the demo is abstract, fix that before touching styling.
  2. Structural fixes (layer 2) next. If the structure is "three-box grid + KPI row + logo soup," fix the composition before repainting it.
  3. Visual fixes (layer 1) last. Only reach for these when the deeper layers are sound, or as a quick symptomatic patch the user has…

What it can do on your machine

Read from SKILL.md and the folder at commit 164d8b9. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Design Anti Slop loads about 2.5k tokens when it runs. Until then it costs about 221 tokens; SKILL.md has 1,422 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~221
When it runs · the whole SKILL.md, loaded when a task matches
~2.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,422 words (~2,534 tokens).

“AI design slop is a statistical problem with aesthetic symptoms. Language models sample near the center of their training distribution, so without specific constraints they produce the same landing page and the same dashboard, over and over. This skill exists…”

— opening of SKILL.md by KartikLabhshetwar, Custom licence
name
design-anti-slop

Read the full SKILL.md on GitHub

Files

SKILL.md and 6 other files in .agents/skills/design-anti-slop of KartikLabhshetwar/better-shot.

  • SKILL.md
  • patterns/conceptual.md
  • patterns/structural.md
  • patterns/visual.md
  • workflows/iterative-polish.md
  • workflows/post-gen-audit.md
  • workflows/pre-gen-brief.md

Open the folder on GitHubat commit 164d8b9

Compare with similar skills

Design Anti Slop next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Design Anti Slop compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Design Anti Slop this skillKartikLabhshetwar/better-shot2.4k—~2.5kAutomated safety check: PassCustom licence
Auteuragiwhitelist/auteur1k—~5kAutomated safety check: PassMIT
Taste Skillyc-software/qm15k—~1.2kAutomated safety check: PassMIT
Human Gatealirezarezvani/claude-skills28k—~1.5kAutomated safety check: PassMIT
Slop Evalfabricioctelles/skills106—~5.4kAutomated safety check: PassApache-2.0
Design Taste Frontendcaorushizi/oss-client11322 repos~22kAutomated safety check: PassNone

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Works with

Questions about Design Anti Slop

What does Design Anti Slop do?

Detect and fix AI design slop — the convergent look that shows up across AI-generated landing pages and dashboards (purple/indigo gradients, rounded-2xl everywhere, three-box feature grids, bento…. Design Anti Slop is an agent skill from KartikLabhshetwar/better-shot.).

When should I use Design Anti Slop?

Design Anti Slop fits situations like: the user asks Claude to build/generate/mock up a landing page; when the user shares an existing design (screenshot; figma link) and asks for critique; does this look AI-generated?.

How do I install Design Anti Slop in Claude Code?

Run `npx skills add KartikLabhshetwar/better-shot --skill design-anti-slop -a claude-code`. Or copy the skill folder (.agents/skills/design-anti-slop in KartikLabhshetwar/better-shot) into .claude/skills/design-anti-slop in your project. Claude Code loads it when a task matches its description.

How do I install Design Anti Slop in Codex?

Run `npx skills add KartikLabhshetwar/better-shot --skill design-anti-slop -a codex`. Or copy the skill folder (.agents/skills/design-anti-slop in KartikLabhshetwar/better-shot) into .agents/skills/design-anti-slop in your project. Codex loads it when a task matches its description.

Can I use Design Anti Slop in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add KartikLabhshetwar/better-shot --skill design-anti-slop -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/design-anti-slop, .gemini/skills/design-anti-slop, .github/skills/design-anti-slop and .opencode/skills/design-anti-slop in your project.

What does Design Anti Slop need to run?

SKILL.md names no scripts, command-line tools or credentials: Design Anti Slop is instructions for the agent only.

Does Design Anti Slop access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Design Anti Slop safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Design Anti Slop use?

Design Anti Slop has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Design Anti Slop use?

About 2.5k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Design Anti Slop?

Skills that share tags, products or a category with Design Anti Slop: Auteur (agiwhitelist/auteur, 1k stars), Taste Skill (yc-software/qm, 15k stars), Human Gate (alirezarezvani/claude-skills, 28k stars) and Slop Eval (fabricioctelles/skills, 106 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Design Anti Slop?

KartikLabhshetwar (a GitHub user) maintains it in KartikLabhshetwar/better-shot, which has 2,379 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 10, 2026.

Source: KartikLabhshetwar/better-shot on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.