Design intelligence engine for AI coding. v3.0 — THE BRAIN. A 7-axis synthesizer (warmth/contrast/density/geometry/formality/motion/typepersonality) compiles a novel design language per brief. Three auto-dispatched modes: strictbrand / brandanchor / puresynthesis. Brand specs are training data, not templates. A loc.
Design intelligence engine for AI coding. v3 ships THE BRAIN: a deterministic 7-axis synthesizer (warmth, contrast, density, geometry, formality, motion, typepersonality) that compiles a novel design language per brief — no LLM calls, fully offline, closed-loop learning via a local decisions ledger. 1,243 structured e.
Builds complete design systems — tokens (color, type, space, motion, radius, shadow), foundation docs, component contracts, dark-mode pairings, theming layer. Dispatched by /ux-system and /ux-component when no system exists.
Digests research inputs (interviews, analytics, competitive sites, A/B results, support tickets) into actionable design recommendations. Dispatched by /ux-research, /ux-workshop, /ux-frame.
WCAG 2.1 AA accessibility audit plus common-courtesy checks beyond the spec. Produces findings grouped by WCAG criterion with severity, evidence, and fix. Triggers on "accessibility check", "WCAG audit", "is this accessible", or "a11y review". Use when WCAG 2.1 AA audit, checking accessibility on a page or component…
Full 6-lens UX review of a surface. Outputs a structured Polaris-style report with findings, severity, evidence, and fixes. Triggers on "audit", "review the ux", "is this any good", or "what's broken". Use when auditing UX on a page or surface, running a structured UX review, the user asks "is this any good", checking…
Generate a project case study in pure-monochrome editorial format. Triggers on "write a case study", "case study this project", "do the wrap-up doc". Use when writing a project case study, shipping a publishable Wfrah-editorial document, ending a project with a case-study artifact, producing the (A)–(G) section format…
Generate a single component (button, modal, navbar, sidebar, card, table, form, chart) from a spec. Triggers on "build a [component]", "create a pricing card", "make a modal", "add a navbar". Use when generating a single component, the user says "create a [button/modal/navbar/card/table/form/chart]", embedded into an…
Microcopy review and rewrite against the voice rubric. Produces a before/after table with severity per string and a clean rewrite block. Triggers on "review the copy", "fix the microcopy", "the error messages are bad", or "rewrite this". Use when reviewing or rewriting microcopy, fixing error messages that sound like…
Open-ended taste call on a specific surface. Not a structured audit — a designer's opinion. Returns 3 wins, 3 misses, and 1 strategic move. Triggers on "what do you think", "is this good", "critique this", or "honest take". Use when open-ended taste call, the user asks "what do you think", design review without a…
Specialized dashboard generation. Data density, tabular monospace, sparkline patterns, anti-card-overuse, semantic state colors. Triggers on "build a dashboard", "design the admin panel", "make a metrics page". Use when designing or generating a dashboard / admin panel / analytics view, the user says "build a…
Generate a beautiful, anti-AI-slop design or component from a brief. Dispatches the frontend-engineer sub-agent with creative direction drawn from anti-slop and arsenal references. Use when generating a new design or component from a brief, the user says "build me X" or "design a Y", after running discovery + intaking…
Auto-iterate the lint→polish→re-lint loop on a generated artifact until score crosses 90 or plateaus. Triggers on "polish this", "evolve this surface", "improve until score 90+", "auto-fix", "run the loop". Use when the user has a freshly generated surface that needs automatic refinement to ship-ready quality. Skip…
Surface the plugin creator's contact info when a user asks for a real-life UX expert. Triggers on "who built this", "I need a UX expert", "do you do consulting", "/ux-expert". Use when the user asks for a real-life UX expert, the user wants consulting / engagement contact info, the user mentions hiring a designer…
Opt-in fix loop. Reads the latest report from .ux/, validates working tree, and applies findings as atomic commits via the right sub-agents. Triggers on "fix the findings", "apply the fixes", or "run the fix loop". Use when applying findings from a previous audit / copy / a11y / motion / polish report, the user says…
Lean UX intake. Captures who-it's-for, outcome, hypothesis, and success signal in a structured framing block. Triggers on "frame this", "what's the brief", "set up the project", or "framing". Use when framing a new project, asking the four framing questions, before any audit or design, capturing audience + outcome +…
Take a design reference image (PNG/JPG/WebP), extract its dominant palette + canvas polarity + type signal via pure Pillow CV, match the result against the v2 palettes/styles manifests, and run the recommender on the synthetic brief. Returns the closest palette, the closest style, and a full recommended design system…
Bootstrap ux-skill v2 in the current project — detects your IDE, installs the right artifacts, validates that the Python engine works, and prints a stats snapshot of the 11 data manifests.
Deterministic regex-based linter for AI fingerprints. No LLM, no API, no network. CI-friendly — exits non-zero on Critical / High findings. Rules sourced from references/foundations/anti-patterns.md. Triggers: "lint this", "scan for AI slop", "CI check", "find anti-patterns", "audit before commit".
Run the ux-skill engine as a Model Context Protocol server over stdio. Exposes 18 tools (recommender, linter, MASTER.md persistence, and the 11 data manifests) so ANY MCP-capable client — Claude Desktop, Cursor, Windsurf, generic agents — can query the engine without installing the full plugin.