Design Score

SkillDev tools

Score a visual artifact's implementation quality 0-100 against its composed StyleSeed rule set — category breakdown, evidence, and prioritized fixes.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Design Score skill

What this skill tells your AI

The instructions your AI receives, as published by bitjaru/styleseed in skills/ss-score/SKILL.md and read by ahel’s review.

Registry-first artifact boundary

When .styleseed/project.json and .styleseed/artifacts/index.json exist, resolve the requested artifact ID first, then read only .styleseed/bundles/<artifact-id>.md and .styleseed/manifests/<artifact-id>.json. Never fall back to the global legacy bundle for a registry project. Legacy projects may use .styleseed/effective-rules.md only when no registry exists.

Deterministic check boundary

For the executable contract and stable diagnostics, run the canonical checker:

node <installed-ss-score>/scripts/styleseed-check.mjs scan \
  --project-root . --artifact <artifact-id> --format json
node <installed-ss-score>/scripts/styleseed-check.mjs scan \
  --project-root . --artifact <artifact-id> --format sarif --out .styleseed/evidence/<artifact>/<run>/deterministic.sarif

The checker revalidates the artifact manifest, bundle/output hashes, declared source roots, and project containment before scanning. Contract/path/hash/coverage failures are hard errors. Source detectors are warning-only until their fixture precision is measured and a maintainer promotes them. Stable detector IDs are SS001 hardcoded colors, SS002 arbitrary pixel values, SS003 transition-all, SS004 motion without reduced-motion handling, SS005 focus suppression, and SS006 high-confidence unlabeled icon controls. A deterministic JSON report contains only detectorRevision, inventoryHash, and sorted findings, so it can be attached to the evidence gate without caller-supplied pass claims.

Attach the generated JSON through the same typed gate path as other reports:

node <installed-ss-score>/scripts/evidence-gate.mjs attach \
  --project-root . --artifact <artifact-id> --run <run-id> \
  --gate deterministic \
  --report .styleseed/evidence/<artifact-id>/<run-id>/deterministic.json

/ss-review tells you what's wrong. /ss-score tells you how good it is overall and what to fix first — a single number plus a category breakdown, so you can track UI quality like you track test coverage.

When NOT to use

  • For a quick pass/fail before committing → use /ss-lint
  • For a full prose audit with fixes → use /ss-review
  • For logic/config with no visual artifact — scoring is meaningless

Step 0 — Resolve the effective rule set

Before scoring, read .styleseed/effective-rules.md and .styleseed/manifest.json. If they are missing or ss-resolve --check reports drift, invoke /ss-resolve or $ss-resolve from the project lock first. Only fall back to the source handbook when no project lock exists.

Score in authority order: core invariants first, then the exact output grammar, domain/page, brand recipe, optional aesthetic profile, and bounded lock values. The lock cannot waive an invariant. Unknown values are a resolver error; do not invent an exception.

The output must name the effective rule set, for example:

Rule set: operations-console × SaaS × dashboard × enterprise-workbench × swiss

What to score

Score the file (or each file in a directory) on eight weighted categories that map to the design language. Total = 100.

CategoryWeightReads from
Color discipline16DESIGN-LANGUAGE §1, §18, §72 + VISUAL-CRAFT §C4
Hierarchy & typography16§2, §3, §4, §16 + Font Size table + VISUAL-CRAFT §C2
Layout & rhythm12§13, §14, §15, §61 + VISUAL-CRAFT §C1
Cards & elevation10§7, §8, §12, §1 + VISUAL-CRAFT §C3
States & a11y18§11, §70, §71, §72 + VISUAL-CRAFT §C3
Motion & interaction6§24, §59 + engine/motion
Coherence12VISUAL-CRAFT §C0 (one choice per axis)
Distinctiveness10Golden Rules 14–16 + VISUAL-CRAFT §CC-9b (not generic/default/template)

How to score each category

For each category, start at full marks and subtract for violations you find by reading the code. Be specific and evidence-based — cite the line.

Color discipline (16) — deduct for: accidental #000/text-black outside a profile or grammar contract that explicitly uses hard black structurally (−4 each, cap −8); competing decorative emphasis hues (−5); emoji used as UI icons (−5); a normal/OK/"보통" state shown in a status color instead of neutral grey (−4); status color on most/every row (no severity hierarchy) (−4); decorative hues (gold stars, rainbow category dots) instead of accent/grey (−3); hardcoded hex where a semantic token exists (−2 each, cap −6); status conveyed by color alone (−4); the unlocked default indigo (#5E6AD2/#4F46E5) used as the accent instead of a chosen domain-fit color (−4).

Distinctiveness (10) — a coherent screen can still read "AI-generated." Deduct for: the icon-chip cliché — a generic Lucide line-icon in an identical pale-tinted rounded-square, repeated for every feature/step (−4, §CC-9b); the StyleSeed demo layout copied verbatim (hero+chat / 3-step / feature-grid / pricing) with no product-specific identity (−4); no focal point — an all-even grid of same-weight, centered, evenly-spaced cards (−3); the hero shows a stock/placeholder visual instead of this product (−3); the escape hatch as a new uniform (§CC-9c) — ghost 01/02/03 index numbers on every section, or identical uppercase-overline + big-number cards repeated with no variation (−2); distinctive-but-dated (§CC-9d) — full beige/paper page base, serif body text on a product surface, dark-heavy blocks that read "brochure" not "2026 product" (−3). Cap −10.

Hierarchy & typography (16) — deduct for: number/unit not ~2:1 (−4); font sizes off the Font Size table / text-[var(--…)] for size (−5); everything the same weight, no clear primary (−5); cramped or wrong line-height on body (−3); body < 16px on a desktop/web B2B surface (tight mobile scale on a wide screen) (−4 — but dense-data chrome is exempt: chart ticks, mono SHAs/timestamps, table metadata at 12–13px are correct; and dashboard app-chrome h1 at 22–24px is correct, not a violation of the marketing 40–56px headline scale).

Layout & rhythm (12) — deduct for: grouping that contradicts the selected grammar or recipe (−6): operations-console needs explicit functional groups, while editorial-reading should not be forced into cards; enterprise-workbench needs aligned panels/rows while public-service needs flat step flow; arbitrary off-scale spacing (−3); same section type repeated without purpose (−4); no discernible proximity rhythm (−3).

Cards & elevation (10) — deduct for mixed or task-inappropriate surface language. Hairlines, flat grouping, tonal ramps, or restrained shadows are valid only when the selected grammar/profile uses them coherently. Deduct mixed border/shadow languages (−4), visibly heavy or directionally inconsistent shadows (−4), or missing group/surface separation where the grammar requires it (−5).

States & a11y (18) — deduct for: missing empty/loading/error state on a data surface (−5 each, cap −10 — a static mockup or marketing landing with NO data surface is N/A: skip these deductions, don't fail the category); contrast below 4.5:1 body / 3:1 large (−6); touch target < 44px on a touch surface (pointer-first desktop controls at 36–40px are fine) (−4); no visible focus / outline:none (−5); icon-only control without aria-label (−3).

Motion & interaction (6) — deduct for: random/ad-hoc fades instead of a named seed/keyword (−3); motion that delays content or blocks an action (−4); no prefers-reduced-motion handling on custom motion (−3). Scroll-linked/parallax/3D/animated- gradient is SURFACE-DEPENDENT (§43): on an app/dashboard/data/form surface it's forbidden (−5); on a marketing/landing/brand page it's ALLOWED (the Cinematic tier) — there, do NOT deduct for scroll-linked reveals, pinned sections, 3D hero, or animated backgrounds; only deduct for scroll-JACKING (hijacking scroll / trapping) (−5), motion that hides content until scroll or delays the headline/CTA (−4), or a missing prefers-reduced-motion fallback (−3). Judge by page type first, then score.

Coherence (12) — the "one choice per axis" laws (VISUAL-CRAFT §C0). Deduct for each axis that is mixed rather than unified across the file: mixed radius personalities, e.g. sharp panel + pill buttons (−5); two+ competing accent hues used for emphasis (−4); mixed shadow languages / light directions (−3); mixed icon families, fill modes, or stroke weights (−3); same radius on a nested element instead of inner = outer − padding (−2); inconsistent control heights for buttons/inputs (−2). This is the category that most predicts "looks AI-generated" — weight evidence of system-wide consistency, not per-component prettiness.

Clamp each category at 0. Sum to a total.

Output format

## Design Score: 70 / 100   (src/app/Dashboard.tsx)
Rule set: operations-console × product-ui × SaaS × dashboard × enterprise-workbench × swiss

████████████████░░░░░░  C-

Color discipline      11/16   ▓▓▓░  competing orange+blue emphasis hues (l.28-34)
Hierarchy & typography 13/16  ▓▓▓▓  number/unit 1:1 on hero (l.18)
Layout & rhythm         9/12  ▓▓▓░  two identical KPI rows (l.22-31)
Cards & elevation       8/10  ▓▓░░  mixed border + floating-shadow language (l.22)
States & a11y          11/18  ▓▓░░  no empty/loading state; focus ring missing (l.55)
Motion & interaction    4/6   ▓▓▓░  default fade, not a named seed
Coherence               6/12  ▓▓░░  sharp cards (l.22) + pill buttons (l.48); 3 accent hues (§C0)
Distinctiveness          8/10  ▓▓▓░  all-even KPI grid weakens the operational focal panel

### Fix first (highest score gain)
1. Add empty + loading states to the orders list       → +7 states (§71)
2. Unify radius (pick soft 8-12px) + collapse to one accent → +9 coherence+color (§C0, §2)
3. Drop the 1px borders, use tone + ≤8% shadow         → +4 cards  (§7)

Re-score after: ~92 / 100.

Use letter bands: 90+ A · 80-89 B · 70-79 C · 60-69 D · <60 F.

Gate mode (use this as the Quality Gate before showing the user UI)

The Quality Gate (CLAUDE.md / AGENTS.md) is /ss-score run as a loop, not a one-off:

  1. Score the just-generated UI.
  2. If < 80, apply the "fix first" list (use /ss-review to make the edits), then re-score.
  3. Repeat up to ~3×, or until ≥ 80.
  4. Present the UI with the final score and a one-line "fixed: …".

The pass bar is a floor, not a ceiling — get to ≥ 80 and stop; don't chase 100. The point is that no first-draft, obviously-incoherent UI reaches the user. Especially never ship below 80 with a rainbow status list, emoji icons, two accents, or missing states — those are the exact tells the gate exists to catch.

Rules

  • Read the file — score from real evidence (line numbers), never guess.
  • Order the "fix first" list by score gain, not by severity alone — the goal is the fastest path to a better number.
  • For a directory, print a one-line score per file, then the lowest-scoring file's full breakdown.
  • Don't auto-edit in plain scoring. /ss-score measures; /ss-review and /ss-motion fix. In Gate mode (above) you do fix-and-re-score until the floor is met.
  • As a gate, ≥ 80 is a floor before showing the user — but don't over-polish: chasing 95→100 to delay shipping is worse than shipping a clean 85.

Signals

GitHub stars
949
Forks
88
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
ss-score
Source
github.com/bitjaru/styleseed