Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/JasonColapietro/suede-creator-skillsnpx agentmods add skills/jasoncolapietro/suede-creator-skills/frontend-design-reviewWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/jasoncolapietro/suede-creator-skills/frontend-design-review)<a href="https://agentmods.dev/skills/jasoncolapietro/suede-creator-skills/frontend-design-review"><img src="https://agentmods.dev/badge/skills/jasoncolapietro/suede-creator-skills/frontend-design-review/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/jasoncolapietro/suede-creator-skills/frontend-design-review"><img src="https://agentmods.dev/badge/skills/jasoncolapietro/suede-creator-skills/frontend-design-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 3 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium MCP Rug Pull · line 171 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 172 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 409 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00030 | $0.04980 |
| Opus 5 | $0.00015 | $0.02490 |
| Sonnet 5 | $0.00006 | $0.00996 |
| Haiku 4.5 | $0.00003 | $0.00498 |
Grade A, and why
frontend-design-review scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 491 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Frontend Design Review
Most AI-generated interfaces fail the same way: they compile, they look plausible in code, and they render as the average of every landing page in the training data. Dark blue for a developer tool. Purple gradient for a music app. Three icon cards in a row. A tiny uppercase eyebrow above every section.
This skill replaces taste-by-vibes with thresholds. It gives Claude a design contract to lock before writing CSS, numeric laws to satisfy while writing it, a list of banned defaults with the specific replacement for each, and a render-and-compare loop so nothing is called done from reading code. It works on product UI, dashboards, marketing pages, component systems, and app store assets.
Core principle: strip the logo and the surface must still be unmistakably this product, and render the result before claiming it works.
When to Use This Skill
- Building a new landing page, dashboard, app shell, or component family and you want it to look designed rather than defaulted.
- Reviewing an interface someone (or an agent) already built, and you need specific findings with file names, not "looks good."
- Auditing a design system for drift: inconsistent tokens, ad hoc spacing, five shades of the same gray, components that disagree with each other.
- Comparing a mock, Figma frame, screenshot, or reference URL against a built implementation and reporting the gaps by severity.
- Fixing a UI that feels generic and you cannot articulate why.
- Preparing high-visibility surfaces: launch pages, app store screenshots, investor demos, docs sites.
Skip it for backend-only work, or a one-line copy change with no visual consequence.
What This Skill Does
- Locks a design contract before implementation: audience, surface job, primary action, register (brand vs. product), spacing scale, color roles, type roles, copy vocabulary, and acceptance checks. Ambiguity resolved up front instead of relitigated in review.
- Forces a committed aesthetic direction: pick one of eight named tonal directions (refined minimal, editorial, brutalist, retro-technical, organic, maximalist, luxury refined, product-utilitarian) and execute it fully. The failure mode is not "too bold" or "too plain," it is uncommitted.
- Applies numeric design laws: color strategy, dark-mode surface lightness
and contrast floors, fluid type scale with
clamp(), line measure, layout and z-index rules, component laws for forms, modals, tables, navigation, and empty states, plus motion curves and durations. See references/design-laws.md. - Rejects AI-slop defaults with named replacements: gradient text, decorative glass panels, orb backgrounds, ghost cards, over-rounded corners, numbered section scaffolding, hero-metric templates, fake statistics. Each ban ships with a BEFORE and an AFTER and the narrow case where the exception is earned. See references/scoped-bans.md.
- Renders and verifies: captures desktop and mobile screenshots, compares
source visual target to implementation in the same pass, and writes a
visual-qa-report.mdwith findings ordered P0 to P3. - Scores design systems out of 100 across ten dimensions and names the two weakest to fix first.
- Ends with a ship gate:
ship,ship-with-caveats, orhold, with the evidence that supports the verdict.
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago First seen · 491 lines · 30 tokens per session scan A e39e45b49250
frontend-design-review is a skill published in the GitHub repository JasonColapietro/suede-creator-skills (135 stars, last pushed yesterday), licensed MIT. It adds 30 tokens to every session and 4,980 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-06.
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