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 lidge-jun/ima2-gen --skill ima2-frontgit clone --depth 1 https://github.com/lidge-jun/ima2-genWrote 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/lidge-jun/ima2-gen/ima2-front)<a href="https://agentmods.dev/skills/lidge-jun/ima2-gen/ima2-front"><img src="https://agentmods.dev/badge/skills/lidge-jun/ima2-gen/ima2-front/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/lidge-jun/ima2-gen/ima2-front"><img src="https://agentmods.dev/badge/skills/lidge-jun/ima2-gen/ima2-front.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00149 | $0.10259 |
| Opus 5.5 | $0.00060 | $0.04104 |
| Sonnet 5.5 | $0.00030 | $0.02052 |
| Haiku 4.5 | $0.00015 | $0.01026 |
Grade A, and why
ima2-front scanned grade A with 1 finding 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 1mo 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
| `references/reference-capture.md` | Cloning/analyzing other sites | HTML+asset capture mechanics (pageAssets/curl), analysis-only legal line, provenance manifest, never-ship gate | How it starts
The opening of the file, as written. The whole thing — 618 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ima2 Frontend — Domain-Correct Frontend Engineering
Setup
npm install -g ima2-gen # install globally (Node.js >= 20)
ima2 setup # first-time auth (GPT OAuth recommended)
ima2 serve # start local server
ima2 ping # verify
ima2 capabilities --json # check models, limits, providers
ima2 defaults --json # inspect default model/reasoning
Agent bootstrap: ima2 ping first. If unreachable: ima2 serve &. If not
installed: npm install -g ima2-gen && ima2 setup. Use ima2 skill path to
locate the skills directory; read ../ima2-uiux/SKILL.md for design direction
and ../ima2-front/SKILL.md (this file) for implementation.
Build production-grade frontend implementations from an established product/design direction. This skill owns HTML/CSS/component/runtime implementation, responsive behavior, accessibility wiring, visual verification, and frontend platform rules.
Role separation: For design judgment — typography/color/layout direction, UX decision gates, product personalities, or vague visual briefs — load
ima2-uiuxfirst. This skill implements the chosen direction;ima2-uiuxmakes the design decisions. Implementation anti-slop enforcement stays here; design taste/pattern judgment lives there.
C0/C1 work (small local patches): For small patches, skip the full reference chain.
Modular References
Loading references via CLI: Recommended: install skills to your agent's skill directory.
ima2 skill install --dir <agent-skill-path> # agent provides its own path ima2 skill install --tmp # ephemeral fallbackThe agent determines its own skill directory (e.g.
~/.codex/skills/,./skills/, etc.) and passes it via--dir. After install, SKILL.md andreferences/are on disk — the agent reads them natively via relative paths.Ad-hoc reading (without install):
ima2 skill front refs # list all reference modules with line counts ima2 skill front ref motion # print one module (basename match) ima2 skill front ref stacks/react # print a nested module
What ships with it
37 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.
- references/a11y-patterns.md 4.9 KB
- references/aesthetics.md 17 KB
- references/anti-slop.md 14 KB
- references/asset-requirements.md 23 KB
- references/brand-asset-sourcing.md 4.0 KB
- references/color-system.md 5.7 KB
- references/consistency-locks.md 850 B
- references/crud-ui.md 2.5 KB
- references/dropdown-layer.md 5.8 KB
- references/i18n-global.md 3.1 KB
- references/iterative-design.md 4.4 KB
- references/korea-2026.md 8.7 KB
- references/layout-discipline.md 11 KB
- references/liquid-glass.md 8.5 KB
- references/logo-sections.md 5.5 KB
- references/mobile-ux.md 6.1 KB
- references/motion.md 4.3 KB
- references/performance-budget.md 4.4 KB
- references/preflight-full.md 3.6 KB
- references/product-density.md 1.9 KB
- references/prototype-variants.md 2.2 KB
- references/reference-capture.md 5.5 KB
- references/responsive-viewport.md 5.4 KB
- references/section-level-sourcing.md 8.7 KB
- references/seo-baseline.md 4.4 KB
- references/soft-3d-asset-gates.md 2.1 KB
- references/stacks/astro.md 8.1 KB
- references/stacks/mobile-native.md 11 KB
- references/stacks/nextjs.md 5.7 KB
- references/stacks/react.md 8.0 KB
- references/stacks/svelte.md 8.4 KB
- references/stacks/vanilla.md 5.1 KB
- references/theme-switching.md 2.1 KB
- references/top-bar.md 5.5 KB
- references/typography-wrapping.md 9.3 KB
- references/ux-writing-ko.md 2.3 KB
- references/visual-verification.md 4.8 KB
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.
- 1mo ago Changed cccb3f439360
- 1mo ago First seen · 618 lines · 149 tokens per session scan A 5b7b41b419e7
ima2-front is a skill published in the GitHub repository lidge-jun/ima2-gen (782 stars, last pushed 26d ago), licensed MIT. It adds 149 tokens to every session and 10,259 once invoked, about $0.0006 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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