General
design-exploration - Claude MCP Skill
DEPRECATED — use /evolve instead. /evolve subsumes design exploration with persistent genetic memory, multi-backend rendering (HTML + Pencil), taste-frontend injection, and dial-controlled aesthetics. Keywords: design catalogue, proposals, visual exploration, aesthetic directions, DNA
SEO Guide: Enhance your AI agent with the design-exploration tool. This Model Context Protocol (MCP) server allows Claude Desktop and other LLMs to deprecated — use /evolve instead. /evolve subsumes design exploration with persistent genetic memory... Download and configure this skill to unlock new capabilities for your AI workflow.
Documentation
SKILL.md> **DEPRECATED.** Use `/evolve` instead.
>
> `/evolve` replaces this skill entirely. It explores design directions with a genetic
> algorithm, persistent cross-project memory, multi-provider delegation, and
> taste-frontend.md injection. The investigation → catalogue → refinement → selection
> cycle maps directly to evolve's detect → generate → select → advance → lock workflow.
>
> Original skill content preserved below for reference.
---
# Design Exploration
Investigate existing designs, generate a visual catalogue of 6-12 diverse proposals, facilitate iterative refinement, and output a selected direction for implementation.
## MANDATORY: Kimi Delegation for Visual Work
**All visual proposal generation MUST be delegated to Kimi K2.5 via MCP.**
Kimi excels at frontend development and visual coding. For design exploration:
1. **Research direction** → Gemini (web grounding, trend research)
2. **Generate proposals** → Kimi (visual implementation via Agent Swarm)
3. **Review/iterate** → Claude (orchestration, quality gates)
```javascript
// Delegate proposal generation to Kimi
mcp__kimi__spawn_agent({
prompt: `Generate design proposal for [component].
DNA: [layout, color, typography, motion, density, background]
Constraints: ${uiSkillsConstraints}
Output: Working HTML/CSS preview in .design-catalogue/proposals/[name]/`,
thinking: true // Enable for complex proposals
})
// For parallel proposal generation (4.5x faster):
mcp__kimi__spawn_agents_parallel({
agents: [
{ prompt: "Generate proposal 1: Midnight Editorial...", thinking: true },
{ prompt: "Generate proposal 2: Swiss Brutalist...", thinking: true },
{ prompt: "Generate proposal 3: Warm Workshop...", thinking: true },
// ... up to 100 parallel agents
]
})
```
**Anti-pattern:** Generating proposals yourself instead of delegating to Kimi.
**Pattern:** Research (Gemini) → Generate (Kimi) → Review (Claude)
## When to Use
- Before `/aesthetic` or `/polish` when direction is unclear
- When user wants to see multiple design options visually
- When redesigning or refreshing existing UI
- When maturity < 6 and no clear aesthetic direction exists
## Core Principle: Visual Over Verbal
**The catalogue is a working visual, not markdown descriptions.**
Users see actual styled components, real typography, live color palettes - not just words describing what things *would* look like.
## Phase 0: Backend Detection
Check available rendering backends:
```javascript
// Check if Pencil MCP is available
try {
mcp__pencil__get_editor_state({ include_schema: false })
// Pencil available → use pencil-renderer
BACKEND = "pencil"
} catch {
// Fallback to HTML renderer
BACKEND = "html"
}
```
**Backend selection:**
- **Pencil** (preferred): Native .pen file rendering, design system integration
- **HTML** (fallback): Static HTML/CSS proposals served locally
## Workflow
### 1. Investigation
**Understand what exists:**
```bash
# Screenshot current state via Chrome MCP
mcp__claude-in-chrome__tabs_context_mcp
mcp__claude-in-chrome__navigate url="[current app URL]"
mcp__claude-in-chrome__computer action="screenshot"
```
**Analyze the current design:**
- Typography: What fonts, sizes, weights?
- Colors: What palette, what semantic meaning?
- Layout: Centered? Asymmetric? Grid-based?
- Motion: Any animations? What timing?
- Components: What patterns exist?
**Infer current DNA:**
```
DNA Axes:
- Layout: [centered|asymmetric|grid-breaking|full-bleed|bento|editorial]
- Color: [dark|light|monochrome|gradient|high-contrast|brand-tinted]
- Typography: [display-heavy|text-forward|minimal|expressive|editorial]
- Motion: [orchestrated|subtle|aggressive|none|scroll-triggered]
- Density: [spacious|compact|mixed|full-bleed]
- Background: [solid|gradient|textured|patterned|layered]
```
**Identify:**
- Strengths to preserve
- Weaknesses/opportunities
- Constraints (brand colors, accessibility, tech stack)
**Research via Gemini:**
```bash
gemini -p "I'm building [describe component/page]. Research:
1. Distinctive design approaches (avoid AI-slop aesthetics)
2. Real-world examples of excellent [component type]
3. Current typography/color/layout trends for this context
4. Unexpected alternatives to obvious solutions"
```
### 2. Build Visual Catalogue
**Generate 6-12 proposals** using DNA variation system.
#### If BACKEND = "pencil":
Use `pencil-renderer` primitive:
```javascript
// For each proposal
// 1. Get style guide matching DNA mood
mcp__pencil__get_style_guide_tags()
mcp__pencil__get_style_guide({ tags: [mapped_tags] })
// 2. Render via pencil-renderer workflow
// See: pencil-renderer/SKILL.md
```
All proposals render to a single .pen document as separate frames.
#### If BACKEND = "html":
Create catalogue directory:
```
.design-catalogue/
├── index.html # Main viewer
├── styles/catalogue.css # Viewer chrome styles
├── proposals/
│ ├── 01-[name]/
│ │ ├── preview.html
│ │ └── styles.css
│ ├── 02-[name]/
│ │ └── ...
│ └── ... (6-12 total)
└── assets/
```
**DNA Variation Rule:** No two proposals share >2 axes.
**Required diversity:**
- At least 2 bold/dramatic directions
- At least 2 refined/subtle directions
- At least 1 unexpected/wild card
- At least 1 that preserves current strengths
**Each proposal preview includes:**
- Hero section in that style
- Sample card component
- Button states (default, hover, active)
- Typography scale (h1-h6, body, caption)
- Color palette swatches with hex codes
- DNA code badge
**Reference templates:**
- `references/viewer-template.html` - Main catalogue viewer
- `references/proposal-template.html` - Individual proposal page
- `references/catalogue-template.md` - Metadata structure
**Anti-convergence check:** Reference `aesthetic-system/references/banned-patterns.md`
- No Inter, Space Grotesk, Roboto as primary fonts
- No purple gradients on white
- No centered-only layouts for all proposals
### 3. Present & Serve
#### If BACKEND = "pencil":
```javascript
// Screenshot each proposal frame
for (const frame of proposalFrames) {
mcp__pencil__get_screenshot({ nodeId: frame.id })
}
```
Present in chat with screenshots.
#### If BACKEND = "html":
```bash
cd .design-catalogue && python -m http.server 8888 &
echo "Catalogue available at http://localhost:8888"
```
**Open in Chrome MCP:**
```bash
mcp__claude-in-chrome__navigate url="http://localhost:8888"
mcp__claude-in-chrome__computer action="screenshot"
```
**Present to user:**
```
Design Catalogue Ready
I've built [N] visual proposals exploring different directions for [project].
Quick overview:
1. Midnight Editorial - [soul statement]
2. Swiss Brutalist - [soul statement]
3. Warm Workshop - [soul statement]
...
[If Pencil] View the .pen file directly in your editor
[If HTML] Browse the catalogue: http://localhost:8888
Tell me which 2-3 resonate.
```
### 4. Collaborative Refinement
**First selection:**
```
AskUserQuestion:
"Which 2-3 directions interest you most?"
Options: [Proposal names with brief descriptions]
```
**Refinement dialogue:**
- "What specifically appeals about [selection]?"
- "Anything you'd change or combine?"
- "Should I generate hybrid proposals?"
**If refinement requested:**
- Generate 2-3 new proposals based on feedback
- Add to catalogue as new entries
- Update viewer to highlight refined options
### 5. Direction Selection
**Present finalists** with expanded detail:
- Full color palette (all semantic tokens)
- Complete typography scale with specimens
- Component transformation examples (before → after)
- Implementation priority list
**Final selection:**
```
AskUserQuestion:
"Which direction should we implement?"
Options: [Finalist names]
+ "Make more changes first"
```
### 5.5. Expert Panel Review (MANDATORY)
**Before presenting any design to user, run expert panel review.**
See: `ui-skills/references/expert-panel-review.md`
1. Simulate 10 world-class advertorial experts (Ogilvy, Rams, Scher, Wiebe, Laja, Walter, Cialdini, Ive, Wroblewski, Millman)
2. Each expert scores 0-100 and provides specific improvement feedback
3. Calculate average score
4. **If average < 90:** Implement highest-impact feedback, iterate, re-review
5. **If average ≥ 90:** Proceed to handoff
```markdown
Expert Panel Review: [Design Name]
| Expert | Score | Critical Improvement |
|--------|-------|---------------------|
| Ogilvy | 88 | Headline needs stronger benefit |
| Rams | 92 | Clean execution |
| ...
**Average: 89.2** ❌ → Iterating...
```
**Do not return design until 90+ average achieved.**
### 6. Output & Handoff
**Return selected direction:**
```markdown
## Selected Direction: [Name]
**DNA:** [layout, color, typography, motion, density, background]
**Typography:**
- Headings: [Font family, weights]
- Body: [Font family, weights]
- Code/Mono: [Font family]
**Color Palette:**
- Background: [hex]
- Foreground: [hex]
- Primary: [hex]
- Secondary: [hex]
- Accent: [hex]
- Muted: [hex]
**Implementation Priorities:**
1. [First change - highest impact]
2. [Second change]
3. [Third change]
**Preserve:**
- [What to keep from current design]
**Transform:**
- [What changes dramatically]
**Anti-patterns to avoid:**
- [Specific things NOT to do]
```
**Handoff routing:**
| Backend | Handoff Target |
|---------|---------------|
| Pencil | `pencil-to-code` — exports .pen → React/Tailwind |
| HTML | `design-theme` — implements tokens in codebase |
```
AskUserQuestion:
"Ready to generate implementation code?"
Options:
- "Yes, generate React components" → invoke handoff
- "No, I'll implement manually" → return spec only
```
**Cleanup (HTML backend only):**
```bash
# Stop local server
pkill -f "python -m http.server 8888"
# Optionally remove catalogue
# rm -rf .design-catalogue
```
## Quick Reference
| Phase | Action |
|-------|--------|
| Backend Detection | Check Pencil MCP availability |
| Investigation | Screenshot, analyze, infer DNA, research via Gemini |
| Catalogue | Build 6-12 visual proposals with DNA variety |
| Present | Serve/screenshot, describe options |
| Refine | User picks favorites, generate hybrids if needed |
| Select | Final choice with full spec |
| Handoff | Route to pencil-to-code or design-theme |
## Integration
**Invoked by:**
- `/design` command (directly)
- `/aesthetic` at Phase 0 (recommended)
- `/polish` when maturity < 6 (suggested)
**Outputs to:**
- `pencil-to-code` — when Pencil backend, user wants code
- `design-theme` — when HTML backend, user wants implementation
- `/aesthetic` — guides all subsequent phases
- `/polish` — constrains DNA for refinement loop
## Related Skills
- `pencil-renderer` — Pencil MCP rendering primitive
- `pencil-to-code` — .pen → React/Tailwind export
- `aesthetic-system` — DNA codes, anti-convergence rules
- `design-tokens` — Token system patterns
- `design-theme` — Theme implementation
## References
- `references/viewer-template.html` - Catalogue viewer HTML
- `references/proposal-template.html` - Individual proposal HTML
- `references/catalogue-template.md` - Metadata structure
- `aesthetic-system/references/dna-codes.md` - DNA axis definitions
- `aesthetic-system/references/banned-patterns.md` - Anti-convergence rulesSignals
Information
- Repository
- phrazzld/claude-config
- Author
- phrazzld
- Last Sync
- 2/28/2026
- Repo Updated
- 2/27/2026
- Created
- 1/13/2026
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