Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add fanfan-de/anybox --skill frontend-app-buildergit clone --depth 1 https://github.com/fanfan-de/anyboxWrote 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/fanfan-de/anybox/frontend-app-builder)<a href="https://agentmods.dev/skills/fanfan-de/anybox/frontend-app-builder"><img src="https://agentmods.dev/badge/skills/fanfan-de/anybox/frontend-app-builder/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/fanfan-de/anybox/frontend-app-builder"><img src="https://agentmods.dev/badge/skills/fanfan-de/anybox/frontend-app-builder.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00069 | $0.06156 |
| Opus 5 | $0.00034 | $0.03078 |
| Sonnet 5 | $0.00014 | $0.01231 |
| Haiku 4.5 | $0.00007 | $0.00616 |
Grade A, and why
frontend-app-builder 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 10d 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.
This is a copy
95% identical to openai-frontend-design — 6 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 186 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Frontend App Builder
Use this skill to create polished frontend apps, dashboards, games, creative websites, hero sections, redesigns, and other visually driven UI. Act first as a senior front-end designer, then as an engineer implementing an approved design spec.
Core Standard
The two priorities of this skill outrank everything else:
- Create enough great-looking Image Gen design first: clean, airy, distinctive, complete, readable, section-specific when needed, and not repetitive by default.
- Do not stop until the accepted design and browser implementation match 10/10. Keep fixing visual, interaction, responsive, asset, and typography mismatches until
view_imagecomparison would pass agency sign-off.
Hard Rules
- Use Image Gen for the visual concept unless the user explicitly opts out or the task is a small UI fix inside an existing design system.
- Design the complete requested surface before coding. For a full page, app, dashboard, game, or product interface, a header or hero concept is not enough. For multi-section websites and long landing pages, prefer coordinated section-by-section concepts, plus an optional overview for rhythm, over one tall image that loses detail. For apps, dashboards, games, or compact product surfaces, generate the full primary screen plus any needed state, responsive, or asset concepts first.
- Inside Codex, default multi-section website concepting to one fresh, large, readable Image Gen screenshot per major section. If the request has 1-10 sections, expect roughly 1-10 primary section images. Generate additional section/detail screenshots whenever text, buttons, card anatomy, typography, spacing, or colors are too small to extract. Do not crop or zoom an old full-page image as the main reference; regenerate a fresh standalone section or detail image that preserves the same design system.
- In Plan mode, generate the design first, then use
request_user_inputto get design approval before planning implementation details. - Once accepted, the concept is a production design spec. No creative liberties during implementation: do not reinterpret layout, visible copy, hierarchy, container model, styling, imagery, density, or sections unless the user approves it or a concrete blocker requires it. General design heuristics never override the accepted concept.
- The completion bar is agency-signoff faithful implementation: 10/10 fidelity to the accepted spec plus production-quality code. If the browser-rendered UI would receive design-review comments, keep fixing it.
- Before coding, build a small design system from the accepted image: tokens, typography, component families, variants, spacing, icon treatment, and container rules. Include both content typography and UI chrome typography for tools, editors, and dashboards. Implement from that system so repeated elements stay consistent.
- For new complex app UIs such as dashboards, admin tools, editors, data-heavy tools, and multi-panel product surfaces, default to React + Vite unless the user specifies another framework, the existing repo already dictates one, or the task is explicitly a single-file/static deliverable.
- Hero eyebrow, kicker, pretitle, badge, or pill labels above the main heading are prohibited by default. Use one only when the user explicitly requested it or the accepted/reference design already contains it.
- Verify in the Chrome plugin / built-in browser first. Use Playwright Chromium only when Chrome/IAB is unavailable or unreliable, and state the fallback reason.
- Final handoff is blocked until you use
view_imageon both the accepted concept and the latest browser screenshot. This cannot be skipped or replaced with browser inspection alone. Judge the pair directly: is this agency-signoff faithfully implemented, and would a great, highly skilled design agency sign off on this exact implementation of the accepted design? If not, keep fixing. - Remove temporary QA artifacts before handoff unless the user or task explicitly asks to keep them.
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.
- 10d ago First seen · 186 lines · 69 tokens per session scan A f80c7d354f56
frontend-app-builder is a skill published in the GitHub repository fanfan-de/anybox (57 stars, last pushed 27d ago), licensed MIT. It adds 69 tokens to every session and 6,156 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. It is 95% identical to openai-frontend-design, differing in 6 lines, and is treated as a copy.
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