Design intelligence engine for AI coding tools (Claude Code, Cursor, Windsurf). Deterministic anti-AI-slop linter with 152 rules, 160 brand specs, a 7-axis synthesizer, an MCP server (18 tools), 25 commands, 17 IDEs. Offline, never calls an LLM. MIT.
Command
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…
Command
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…
Command
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…
Command
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…
Command
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…
Command
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…
Command
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…
Command
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…
Command
The mandatory 10-field intake before any generation. Asks project type, audience, primary goal, tone, must-haves, forbidden, reference brands, stack, region, and success metric. Saves answers to .ux/last-discovery.json so downstream commands chain.
Command
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…
Command
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…
Command
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…
Command
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 +…
Command
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…
Command
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.
Command
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".
Command
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.
Command
Animation and motion rubric. Checks timing, easing, meaning, reduced-motion compliance, and performance for every animation on a surface. Triggers on "motion check", "are the animations good", or "fix the motion". Use when auditing motion or animations, checking durations / easing / reduced-motion / performance, is…
Command
Workflow conductor. Reads the latest reports from .ux/ and names the highest-leverage next command. Triggers on "what should I do next", "what's the next move", "decide for me", "/ux-next". Use when asking "what should I do next", the user wants the conductor to pick the next command, post-audit / post-fix…
Command
Cosmetic pass on a surface. Spacing rhythm, hierarchy, AI-slop detection, token consistency. Triggers on "polish", "tighten this up", "remove the AI-slop", or "make it premium". Use when polishing an existing surface, tightening spacing / hierarchy, removing AI-slop tells, the user says "make this premium" or "tighten…
Command
The v2 flagship. Runs the 5-parallel-search Python engine across 11 data manifests (75+ styles, 170+ palettes, 65+ type pairs, 120+ components, 170+ industries, 110+ UX laws, 50+ motion presets, 120+ anti-patterns, 92 brand specs) and returns a complete recommended design system for your project — with always-on…
Command
User research planning — interview scripts, survey design, recruitment screener, synthesis. Triggers on "plan a research study", "I need interview questions", "design a survey", "how do I recruit users". Use when planning user research, writing interview scripts, designing a survey, creating a screener, scoping…
Command
Print a snapshot of what's in the ux-skill data manifests — counts per file, version info, total entries. Useful for verifying your install and seeing how much the engine has to work with.
Command
Propose a complete starter design system for a project that doesn't have one. Triggers on "we don't have a design system", "build us a system", "propose tokens", "what should our theme be". Use when proposing a starter design system, generating tokens / foundations / components from a brand brief, the project has no…