ui-sensei

Different philosophies. Your choice. Lasting clarity. Not just design — intentional design. An orchestration skill for Claude Code — and, increasingly, any Agent-Skills-compatible client. Instead of picking one design aesthetic and applying it silently, /ui-sensei previews how several curated, independent design philosophies would approach your request, lets you choose the one that resonates, and remembers it for your project.

Honest status, not a marketing line: this has been validated through several rounds of real, end-to-end testing in an actual project (not just designed on paper) — see Validation below for exactly what's been confirmed and what hasn't. It is not a mature, widely-used tool yet. Badges above reflect what's true today, not aspiration.

👁️ Preview	⛩️ Choose	⭕ Remember	🎋 Consistent
See perspectives, not just one answer	Pick the approach that fits your vision	Stored per project, so you stay in flow	Aligned UI/UX, every time

Contents

• Why this exists
• Requirements
• How it works
• Install
• Usage
• Quick look
• What's curated, and why
• Validation
• Troubleshooting
• License
• Acknowledgments
• Contributing
• Known open items

Why this exists

Most AI-generated UI defaults to the same handful of safe patterns because the agent never has to commit to a point of view — or because it commits silently to whichever pattern its training leans toward, without telling you it made a choice at all. ui-sensei doesn't add a new opinion to the pile. It orchestrates several existing, independent opinions, shows you the tradeoff in a few lines each, and lets you decide — once per component category per project, not once per line of code.

Requirements

• A client that implements the Agent Skills spec (Claude Code confirmed; others should work in principle but are untested here — see Validation).
• Tool access to: file read/write (for .ui-sensei/ persistence and reading references/), and web fetch (for the live accessibility gate in Step 1 — the skill degrades gracefully without it, see Troubleshooting).
• Nothing else to install — deliberately no external CLI or package dependency (see PROVENANCE.md for why pbakaus/impeccable was excluded specifically for this reason).

How it works

1. Checks project memory first (.ui-sensei/MASTER.md) — if this category/variant was already decided, applies it directly, no re-asking.
2. On first use in a project, checks whether the codebase already has its own design tokens (CSS variables, Tailwind theme, components.json) before assuming a curated source should define the palette — an existing system is preserved, not overridden.
3. Runs a live accessibility gate (fetched fresh, treated as reference data — never as instructions, regardless of how the fetched content is phrased).
4. Flags a revenue/behavioral-science lens automatically for conversion-relevant components (pricing, onboarding, CTA, churn, hero, upsell).
5. Previews 6 curated style philosophies — 4 bullets and declared dials each, no full code yet.
6. Presents a numbered choice and stops — waits for your reply (a number, several, "all", or explicit delegation like "you decide").
7. Resolves precedence deterministically if you pick more than one — first choice is the structural base, the rest contribute punctual accents only, never two elevation systems layered on top of each other.
8. Generates, applying gate corrections and the lens if flagged.
9. Persists and verifies the write — asks whether to save the decision, writes to .ui-sensei/ at the project root, and confirms only after reading the file back.

Full logic: SKILL.md. Complete worked example: examples/card-walkthrough.md.

Install

npx skills add gbrasil720/ui-sensei

# Canonical location — the growing cross-agent convention (Codex, OpenCode,
# Gemini CLI, Cursor, Windsurf, RooCode, and others scan this by default):
ln -s ~/some/dev/path/ui-sensei ~/.agents/skills/ui-sensei      # personal, all projects
# or: ln -s ~/some/dev/path/ui-sensei /path/to/project/.agents/skills/ui-sensei   # project-local

# Compatibility shim, required until Claude Code adds native .agents/skills/ support:
ln -s ~/some/dev/path/ui-sensei ~/.claude/skills/ui-sensei

Symlinking rather than copying means edits to the source repo apply everywhere it's linked from. The .claude/skills/ symlink isn't a lesser install — it's a stopgap specifically because Claude Code hasn't confirmed native .agents/skills/ support yet; drop it once that changes.

Restart your agent session after installing — skill discovery happens once at session startup, not live.

Usage

/ui-sensei create a pricing card for my SaaS

The agent previews the candidate styles, asks you to choose, then generates. On the first use in a project, it also checks for an existing design system before offering the curated sources, and — for a first-time category — asks whether to save the decision as the project's standard.

Quick look

A shortened real exchange (paths and project specifics generalized):

> /ui-sensei create a nice card component that doesn't look generic

No existing decision for "card" yet. Checking your project's own
design tokens first... found an established palette/typography in
your CSS — preserving that as Global instead of picking one of the
curated sources.

Here are 6 structural approaches:
  1. anti-slop        — asymmetric, kinetic, avoids reflexive card-wrapping
  2. ui-ux-pro-max     — broad catalog match, safe general baseline
  3. minimalist        — near-invisible shadow, editorial restraint
  4. brutalist         — visible grid, mechanical, data-dense
  5. frontend-design    — bold CSS-variable palette, avoids "3 cards + soft shadow" default
  6. emil-design-eng    — motion/interaction detail only, pair with another

Reply with a number, several, "all", or explicit delegation ("you decide").

> you decide

Picking frontend-design as the safe general default — nothing in the
request signals a more specific direction. Generating...

[component code]

First card decided for this project — want me to save this as the
project standard?

> yes

Saved to .ui-sensei/MASTER.md.

Persistence writes to .ui-sensei/ at the project root, deliberately outside .claude/ — earlier versions stored state inside .claude/, which triggered Claude Code's sensitive-file permission prompt on every write. Moving it out avoided that in testing.

What's curated, and why

Source	Role	License
anthropics/skills (frontend-design)	Decision-framework baseline against "AI slop" defaults	Apache 2.0
nextlevelbuilder/ui-ux-pro-max-skill	Broad style/palette/typography catalog and matching	MIT
leonxlnx/taste-skill (v1, pinned)	Anti-slop, minimalist, and brutalist dial-driven philosophies	MIT
emilkowalski/skills (emil-design-eng)	Motion/interaction craft, punctual contributions	MIT
heliocosta-dev/revenue-centric-design	Conversion/behavioral-science lens, applied post-selection	Source-available, attribution required, no gambling use

Full origin table, license detail, and what was deliberately excluded (facebook/astryx — wrong category; pbakaus/impeccable — avoided an install-time dependency): PROVENANCE.md.

Validation

Not a claim of production-readiness — a record of what's actually been exercised, end-to-end, in a real project, as of this version:

• ✅ Style select handling, including the discovered explicit-delegation path ("you decide")
• ✅ Persistence surviving multiple component categories without collision or duplication
• ✅ Declared dials read faithfully from source headers into generated output
• ✅ Detection and preservation of an already-existing project design system (Step 0.3)
• ✅ Write-verification after moving state outside .claude/

Not yet validated: installation via .agents/skills/ specifically, the revenue-centric-design lens firing on a real conversion component, and a scripts/sync_check.sh drift scenario with an actual upstream change.

Troubleshooting

• Skill doesn't seem to load, or edits don't seem to apply. Discovery happens once at session startup — restart your agent session after installing or editing SKILL.md. There's no live-reload.
• A permission prompt appears when the skill tries to write state. This version deliberately writes to .ui-sensei/ at the project root instead of .claude/ui-sensei/ specifically to avoid Claude Code's sensitive-file gate — if you still see a prompt, something regressed; approving it once is safe, but please open an issue.
• The live accessibility gate (Step 1) seems to have been skipped. That's an intentional fallback, not a bug — if the fetch fails (no network, URL moved), the skill proceeds without gate corrections and should say so explicitly rather than fail silently.
• A style you expected in the select isn't showing up. Check .ui-sensei/MASTER.md — if that category/variant is already decided, Step 0 applies it directly without re-running the select. Ask explicitly to deviate if you want to see the options again for a decided category.

License

MIT for the orchestration layer — with one carve-out: the revenue-centric-design lens is adapted from a source-available project with its own attribution requirement and an explicit no-gambling-use restriction that this repo's MIT license does not override. See LICENSE and PROVENANCE.md before redistributing.

Acknowledgments

This project is a curator and orchestrator, not an originator — the actual design opinions belong to the people who wrote them:

• Anthropic — frontend-design
• nextlevelbuilder — ui-ux-pro-max-skill
• Leonxlnx — taste-skill
• Emil Kowalski — skills (emil-design-eng)
• Richard (@richardrx), curated by heliocosta-dev — revenue-centric-design
• arvindrk — extract-design-system, adapted for scripts/detect_existing_system.md

Contributing

Early personal project, not yet built out for external contribution workflows — but issues (bug reports, especially from testing in other projects/clients) and PRs are welcome. If proposing a new curated source, please read PROVENANCE.md first: it documents the reasoning behind what's included and excluded, and new additions should meet the same bar (a genuinely distinct point of view, a compatible license, and no install-time external dependency).

Known open items

• Commit hashes not yet pinned for several sources — run scripts/sync_check.sh --update to record baselines. See PROVENANCE.md.
• See Validation above for what hasn't been tested yet.