Borrowing it
Nothing to install: this file belongs to tutur3u/platform. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/tutur3u/platform/main/.agents/skills/image-taste-frontend/SKILL.mdgit clone --depth 1 https://github.com/tutur3u/platformWrote 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/tutur3u/platform/image-taste-frontend)<a href="https://agentmods.dev/skills/tutur3u/platform/image-taste-frontend"><img src="https://agentmods.dev/badge/skills/tutur3u/platform/image-taste-frontend/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/tutur3u/platform/image-taste-frontend"><img src="https://agentmods.dev/badge/skills/tutur3u/platform/image-taste-frontend.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 | $0.00023 | $0.00358 |
| Opus 5 | $0.00012 | $0.00179 |
| Sonnet 5 | $0.00005 | $0.00072 |
| Haiku 4.5 | $0.00002 | $0.00036 |
Grade A, and why
image-taste-frontend 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 3d 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
100% identical to image-to-code — 1,245 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.
What it actually says
Image-Guided Frontend Design
Use supplied references as the starting point when the user provides them. Generate a concept when a visual reference would materially resolve an open design decision or the user asks for image-first exploration. Small UI edits and established layouts usually need direct implementation, not a fresh set of mockups.
Reference Selection
Choose the smallest useful reference set. A page overview can establish hierarchy; a separate section or detail image helps when the overview is too compressed to inspect. Add or regenerate images to resolve specific uncertainties, not to satisfy a quota. Use the available image tool according to its editing and generation rules. Do not substitute generated concepts for factual product screenshots.
Inspect And Implement
Inspect the reference before translating it. Extract layout proportions, content hierarchy, typography, spacing, palette, controls, and image treatment. Separate intentional design choices from generation artifacts such as garbled text or impossible interactions. Use real copy and semantic, accessible components.
Preserve supplied brand assets and project conventions. Match the important visual relationships while adapting responsively; a bitmap cannot specify every viewport or interaction. Keep the hero legible on a small laptop, avoid unnecessary nested containers, and keep primary actions discoverable.
Verification
Compare the implementation with its reference at relevant desktop and mobile sizes. Fix observable differences that matter to hierarchy and usability. Verify keyboard access, contrast, overflow, loading/error states, and reduced motion where relevant. Continue through the requested implementation and fixes. If image or browser tools are unavailable, report the limitation and complete the work that remains possible.
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.
- 3d ago Changed · -1,189 lines · -95 tokens per session 246b5ebe0957
- 10d ago First seen · 1,229 lines · 118 tokens per session scan A b3de60152b20
image-taste-frontend is a skill published in the GitHub repository tutur3u/platform (53 stars, last pushed today), licensed Apache-2.0. It adds 23 tokens to every session and 358 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to image-to-code, differing in 1,245 lines, and is treated as a copy.
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