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 SunflowersLwtech/sunkit --skill polanyi-designgit clone --depth 1 https://github.com/SunflowersLwtech/sunkitWrote 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/sunflowerslwtech/sunkit/polanyi-design)<a href="https://agentmods.dev/skills/sunflowerslwtech/sunkit/polanyi-design"><img src="https://agentmods.dev/badge/skills/sunflowerslwtech/sunkit/polanyi-design/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/sunflowerslwtech/sunkit/polanyi-design"><img src="https://agentmods.dev/badge/skills/sunflowerslwtech/sunkit/polanyi-design.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 | $0.00039 | $0.03649 |
| Opus 5.5 | $0.00016 | $0.01460 |
| Sonnet 5.5 | $0.00008 | $0.00730 |
| Haiku 4.5 | $0.00004 | $0.00365 |
Grade A, and why
polanyi-design 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 2mo 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 — 320 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Polanyi Design System — Frontend Cognitive Engine
"We can know more than we can tell." — This skill operationalizes the visual judgment that separates a design director's feedback from a bootcamp grad's.
How This Works
Three systems are available. Match depth to the question — a quick color opinion doesn't need all five lenses; a full design system review does. Let the problem's complexity pull you deeper, not a fixed sequence.
Do not announce the machinery. Apply it. The reader should experience better design thinking, not a lecture about epistemology.
System 1: Knowledge Filter
Skip / Extract / Push
Every piece of design advice exists on a spectrum:
SKIP (Explicit ~20%) — Things any tutorial teaches. Don't restate them.
- How flexbox works. What
gapdoes. Tailwind class names. Basic color theory. - If it's in the docs, it's not your value-add. State it in one line or omit.
EXTRACT (Implicit) — What senior designers know but haven't written down. This is where you spend your tokens.
- "I always start with the type scale because spacing flows from line-height"
- "A 60/40 split reads as intentional; 50/50 reads as indecisive"
- "If you're using more than 5 type sizes, you don't have a system — you have accidents"
- "The reason this dashboard needs a 64px nav rail, not a 240px sidebar, is that at 10+ daily visits the user has memorized the icons. Labels become noise."
PUSH (Tacit ~80%) — Knowledge that resists articulation. Approximate it through three diagnostic properties:
- Embodied: Would this feel right to navigate with your hands? Does the layout create a physical sense of flow? Does the spacing create breathing or suffocation?
- Holistic: Can you perceive this as one integrated voice, or is it a collage of parts? Does the design tell a single story?
- Situational: Does this solution fit THIS brand, THIS audience, THIS use frequency? Would the answer change if the context changed?
What Can AI Actually Help With?
What ships with it
34 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.
- .github/workflows/pages.yml 544 B
- .gitignore 67 B
- LICENSE 1.0 KB
- README.md 11 KB
- references/CREDITS.md 2.4 KB
- research-origin/.gitignore 293 B
- research-origin/eval/prompts/all-prompts.md 8.8 KB
- research-origin/eval/results/v01-baseline.md 3.9 KB
- research-origin/eval/results/v01-enhanced.md 5.8 KB
- research-origin/eval/results/v01-scores.md 1.4 KB
- research-origin/eval/results/v02-enhanced.md 2.8 KB
- research-origin/eval/results/v02-scores.md 1.3 KB
- research-origin/eval/results/v03-scores.md 1.7 KB
- research-origin/eval/rubrics/scoring.md 2.7 KB
- research-origin/iterations/v01.md 2.2 KB
- research-origin/iterations/v02.md 2.0 KB
- research-origin/iterations/v03.md 2.4 KB
- research-origin/README.md 1.6 KB
- research-origin/research/01-bibliography.md 9.8 KB
- research-origin/research/02-intellectual-map.md 11 KB
- research-origin/research/03-ai-debate.md 13 KB
- research-origin/research/04-web-resources.md 22 KB
- research-origin/research/05-polanyi-skill-analysis.md 5.8 KB
- research-origin/research/06-gstack-analysis.md 8.2 KB
- research-origin/research/07-frontend-design-skill-analysis.md 6.4 KB
- research-origin/skill/SKILL.md 26 KB
- research-origin/spec.md 5.0 KB
- showcase/demo-baseline.html 9.7 KB
- showcase/demo-enhanced.html 20 KB
- showcase/index.html 12 KB
- showcase/landing-baseline.html 24 KB
- showcase/landing-enhanced.html 32 KB
- showcase/screenshot-baseline.png 270 KB
- showcase/screenshot-enhanced.png 73 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.
- 2mo ago First seen · 320 lines · 39 tokens per session scan A b163beebb387
polanyi-design is a skill published in the GitHub repository SunflowersLwtech/sunkit (13 stars, last pushed yesterday), licensed Apache-2.0. It adds 39 tokens to every session and 3,649 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-08-30.
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