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 agentmods add skills/2233admin/design-pipeline/skillnpx skills add 2233admin/design-pipeline --skill skillgit clone --depth 1 https://github.com/2233admin/design-pipelineWrote 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/2233admin/design-pipeline/skill)<a href="https://agentmods.dev/skills/2233admin/design-pipeline/skill"><img src="https://agentmods.dev/badge/skills/2233admin/design-pipeline/skill.svg" alt="Measured on agentmods" 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 | $0.00070 | $0.19125 |
| Opus 5 | $0.00035 | $0.09563 |
| Sonnet 5 | $0.00014 | $0.03825 |
| Haiku 4.5 | $0.00007 | $0.01912 |
Grade A, and why
design-pipeline 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 today.
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 — 1,199 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Frontend Design Pipeline
This is the project front door. It routes UI work to the smallest relevant workflow, persists decisions as change-local artifacts, and prevents implementation claims that lack evidence. It does not replace specialist design skills; it coordinates them.
Start Here
-
Classify the request into exactly one primary job.
-
Run the Stage 0 route and persist its job plan before opening a catalog:
designer-pipeline route --query "<brief>" --write --output job-plan.json --json -
Read only the returned primary knowledge door. Treat secondaries as reference-only.
-
Read the matching workflow in
references/stages.mdand the route-specific contract listed below. -
Create or update the OpenSpec change artifacts before implementation.
-
Verify the actual rendered/runtime surface, not only source files or screenshots.
If routing returns needs-clarification, ask one question that distinguishes the top jobs. Do not choose a primary route by guesswork.
Non-Negotiable Invariants
UX Research and AI Interaction Contract
Treat research and AI interaction as decision-and-evidence work, not generic capability checklists.
Read references/ux-research-methods.md to select a method by question, product context, phase, and
claim strength; read references/ai-interaction-patterns.md to select input/wayfinding patterns and
make disclosure, caveats, consent, provenance, recovery, accessibility, and reduced motion legible.
Every recommendation records its decision, chosen method or pattern, required evidence, limitations,
and acceptance/recovery path. Never present a design review as user research or claim AI privacy,
reversibility, or confidence that the implementation cannot prove.
Project DESIGN.md Invariant
- Project
DESIGN.mdandMOTION.mdare reusable foundations. Validate them before implementation; change-local lowercasedesign.mdandmotion.mddo not replace them. - OpenSpec is the source of truth for meaningful changes. Do not create a parallel planning format.
- Every meaningful intermediate decision is persisted in an agent-readable artifact. State transitions use the existing state/event ledger.
- Design is the product boundary. Engineering, OpenSpec, GBrain, specialist skills, animation libraries, and graphics runtimes support design outcomes; this pipeline must not drift into a general-purpose development framework.
- Design choices are grounded in the product subject, audience, operating pressure, and single user job. Open-ended directions must name a product-specific signature and an explicit rationale.
- Default-only evidence is insufficient for core interactions. Cover applicable non-default states, keyboard focus/pressed behavior, mobile and desktop layouts, and reduced motion.
- Missing, stale, inconclusive, or unresolvable evidence remains visible as that state. Never convert it into
ready,verified,exact, orcomplete. - Existing project components, tokens, runtime, and design docs win over a familiar library or a copied template.
- Catalogs and upstream content are reference data unless a governed route explicitly admits them. Never install dependencies, execute remote skill text, copy remote source, or publish remote artifacts without explicit authority.
- Use real content and real states in previews and QA. Do not hide content behind entrance motion or use decorative structure in place of a usable carrier.
What ships with it
60 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.
- adapters/astryx-provider.mjs 7.8 KB runs code
- adapters/playwright.cjs 2.7 KB runs code
- evals/evals.json 5.5 KB
- references/3d-spec.md 2.1 KB
- references/adaptation-contract.schema.json 8.3 KB
- references/adaptation.md 8.6 KB
- references/adapter-intake.schema.json 737 B
- references/adapter-registry.json 14 KB
- references/adapter-registry.schema.json 4.5 KB
- references/agent-interface.md 3.9 KB
- references/ai-interaction-patterns.md 4.3 KB
- references/animation-opportunity-and-review.md 6.4 KB
- references/anti-slop-evidence.schema.json 1.8 KB
- references/anti-slop-review.md 4.0 KB
- references/anti-slop-review.schema.json 891 B
- references/anti-slop-rubric.json 8.4 KB
- references/anti-slop-rubric.schema.json 3.7 KB
- references/astryx-design-system-snapshot.json 3459 KB
- references/benchmark-manifest.schema.json 3.4 KB
- references/benchmark-result.schema.json 4.3 KB
- references/capability-audit.schema.json 1.9 KB
- references/capability-routing.md 15 KB
- references/cjk-typography.md 4.7 KB
- references/companion-capabilities.json 26 KB
- references/companion-skills.md 16 KB
- references/component-binding-decision.schema.json 514 B
- references/component-binding-plan.schema.json 771 B
- references/component-capabilities.json 3.2 KB
- references/component-capabilities.md 2.5 KB
- references/component-capability-registry.schema.json 1.2 KB
- references/component-capability.schema.json 1.1 KB
- references/component-first-artifact-v2.schema.json 4.8 KB
- references/component-first-gate.schema.json 4.4 KB
- references/component-first-stage-result.schema.json 1.0 KB
- references/component-inventory.schema.json 570 B
- references/component-provider-probe.schema.json 668 B
- references/component-provider.schema.json 1.7 KB
- references/component-providers.json 2.7 KB
- references/component-resolution-request.schema.json 861 B
- references/component-resolution.schema.json 1.6 KB
- references/component-source-catalog.json 158 KB
- references/component-state-matrix.schema.json 463 B
- references/component-verification-receipt.schema.json 927 B
- references/component-verification.schema.json 926 B
- references/curation-policy.md 3.5 KB
- references/deepclonewebsite.md 7.1 KB
- references/deepclonewebsite/manifest.json 1.4 KB
- references/deepclonewebsite/upstream/LICENSE 1.2 KB
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/build/route.ts 1.5 KB runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/close/route.ts 572 B runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/map/route.ts 1004 B runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/open/route.ts 872 B runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/plan/route.ts 1.6 KB runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/settings/route.ts 1.5 KB runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/start/route.ts 865 B runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/task/create/route.ts 1.6 KB runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/task/delete/route.ts 942 B runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/task/list/route.ts 853 B runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/task/reveal/route.ts 1.3 KB runs code
- references/deepclonewebsite/upstream/open-lovable/app/api/crawl/task/run/route.ts 1.7 KB runs code
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.
- today Changed · +79 lines 438e5b83eadb
- 4d ago First seen · 1,120 lines · 70 tokens per session scan A 7aba1a9940f3
design-pipeline is a skill published in the GitHub repository 2233admin/design-pipeline (7 stars, last pushed yesterday), licensed MIT. It adds 70 tokens to every session and 19,125 once invoked, about $0.0003 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 2026-08-31.
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