A persistent design knowledge system that captures inspiration from websites and screenshots, extracts reusable patterns, and builds a grep-friendly markdown knowledge graph.
Built on Agent Browser CLI for headless capture. No external LLM required — bring your own optionally for semantic enrichment.
- Capture — Extract colors, typography, components, motion, layout, and CSS variables from any URL or screenshot
- Knowledge system — Three-space architecture (self / notes / ops) with pattern, decision, and principle notes
- Processing pipeline — Extract → Synthesize → Evolve → Verify with queue tracking
- Tailwind export — Generate
tailwind.config.jsfrom captured design tokens with auto-named colors from CSS variables - Visual catalog — SVG palette, component, typography, and layout visualizations per capture
- Component isolation — Grouped JSON tokens by component kind (button, card, navigation, etc.)
- Version lineage — Fingerprint-based versioning with diffs between captures
- Responsive coverage — Capture at multiple viewports in a single pass
- Interaction states — Hover, focus, and active state extraction from runtime CSS
- Journey capture — Click-through exploration with per-step snapshots
- Ripgrep-friendly — Flat markdown files with YAML frontmatter, wiki links, and CSV relation graph
npm install -g design-brain-memory
agent-browser install# Initialize the knowledge system
design-brain-memory init --root .
# Capture a website
design-brain-memory ingest \
--project my-project \
--url https://stripe.com \
--name "Stripe Homepage" \
--tags fintech,payments
# Search with ripgrep
rg "button|card" .design-brain/notes/patterns/
rg "#533AFD" .design-brain/
# Or use the built-in search
design-brain-memory search --query "button hierarchy"
# Export Tailwind config
design-brain-memory export --project my-project --format tailwind| Command | Description |
|---|---|
init |
Create .design-brain/ with knowledge system directories |
ingest |
Capture inspiration from a URL or screenshot |
outcome |
Record a design outcome linked to inspirations |
search |
Keyword search across the brain |
ask |
Semantic search (requires LLM config) |
install-skill |
Install the Design Brain coding-agent skill |
reindex |
Regenerate markdown, visuals, and relation graph from database.json |
export |
Export tokens (tailwind, style-dictionary, or css-in-js) |
compare |
Compare two captures or version diff |
batch |
Batch capture from a URL list file |
moodboard |
Generate HTML + PNG visual moodboard |
trends |
Detect design trends across captures |
scorecard |
Audit codebase against captured design tokens |
component-graph |
Generate component relationship graph for a project |
review |
Generate design review checklist from captures and optional code scan |
name-tokens |
Preview human-readable token names |
wiki |
Generate wiki pages with project and shared context |
graph |
Generate interactive knowledge graph HTML |
context |
Generate AI-consumable context file (Claude/Cursor) |
writing-style |
Analyze writing style patterns from captures |
system-diff |
Diff design systems across projects or over time |
taste |
Build a taste profile from multiple URLs/domains |
design-brain-memory ingest \
--project checkout-redesign \
--project-name "Checkout Redesign" \
--url https://stripe.com \
--name "Stripe checkout inspiration" \
--tags payments,checkout,cta \
--journey-steps 4 \
--viewport desktop=1440x1200 tablet=1024x1366 mobile=390x844From a screenshot:
design-brain-memory ingest \
--project checkout-redesign \
--screenshot ./screens/inspo-hero.png \
--name "Hero screenshot" \
--tags hero,landingdesign-brain-memory outcome \
--project checkout-redesign \
--title "v1 shipped" \
--description "Card-based checkout with clear primary CTA" \
--inspired-by inspo-stripe-checkout-1234abcd \
--tags shipped,frontendThe brain organizes knowledge across five spaces:
.design-brain/
├── self/ # Agent identity and methodology
│ ├── identity.md
│ └── methodology.md
├── notes/ # Knowledge graph
│ ├── patterns/*.md # Reusable design patterns
│ ├── decisions/*.md # Design decisions with rationale
│ ├── principles/*.md # Cross-project principles
│ └── mocs/ # Maps of Content
│ ├── hub.md
│ ├── color-systems.md
│ ├── typography.md
│ ├── components.md
│ ├── layout.md
│ ├── motion.md
│ └── brand.md
├── ops/ # Operations
│ ├── queue/*.yaml # Processing pipeline queue
│ ├── sessions/*.md # Session activity logs
│ └── maintenance.md # Health signals
├── projects/ # Raw captures
│ └── <project>/
│ ├── README.md
│ ├── inspirations/*.md
│ ├── outcomes/*.md
│ ├── tokens/ # Aggregated design tokens
│ ├── visuals/*.svg # SVG visual catalog
│ └── tailwind.config.js # Generated Tailwind config
└── graph/ # Relation graph
├── entities.csv
└── relations.csv
All notes use YAML frontmatter:
---
type: pattern | decision | principle
title: "Descriptive title"
sources: ["[[inspo-id]]"]
domains: [web, brand, mobile, design-systems]
tags: [relevant, tags]
confidence: emerging | established | canonical
created: 2026-02-18
updated: 2026-02-18
---Capture → Extract → Synthesize → Evolve → Verify
- Capture — Ingest inspiration, create queue entry
- Extract — Generate pattern and decision notes from capture data
- Synthesize — Find connections, add wiki links, update MOCs
- Evolve — Update older notes with new evidence, upgrade confidence
- Verify — Check schema compliance, link health, MOC coverage
Designed for ripgrep:
# Find patterns by keyword
rg "button|card|navigation" .design-brain/notes/patterns/
# Find canonical patterns
rg "confidence: canonical" .design-brain/notes/
# Search by color hex
rg "#533AFD" .design-brain/
# Query the relation graph
rg "has_inspiration|inspired_by" .design-brain/graph/relations.csv
# Find notes linked to a specific capture
rg "inspo-stripe" .design-brain/notes/design-brain ships as a Claude Code plugin with slash commands and hooks: Current plugin command coverage includes:
| Command | Description |
|---|---|
/db-capture |
Capture inspiration from URL or screenshot |
/db-extract |
Extract patterns and decisions from captures |
/db-synthesize |
Find connections, update MOCs |
/db-evolve |
Backward pass — update older notes |
/db-verify |
Schema and link health check |
/db-pipeline |
Run all pipeline phases |
/db-next |
Show next pending queue item |
/db-search |
Ripgrep search across the brain |
/db-ask |
Ask semantic design questions with cited sources |
/db-stats |
Vault metrics and health report |
/db-export |
Export tokens (Tailwind, Style Dictionary, CSS-in-JS) |
/db-compare |
Compare two captures or version diff |
/db-batch |
Batch capture from URL list file |
/db-moodboard |
Generate visual moodboard |
/db-trends |
Detect design trends across captures |
/db-scorecard |
Audit codebase against captured tokens |
/db-component-graph |
Generate component relationship graph |
/db-review |
Generate design review checklist |
/db-name-tokens |
Preview semantic token names |
/db-system-diff |
Diff systems over time or across projects |
/db-context |
Generate AI-ready context markdown |
/db-wiki |
Generate project + shared wiki pages |
/db-graph |
Generate interactive graph visualization |
/db-writing-style |
Analyze UI writing style patterns |
/db-taste |
Build a taste profile from multiple inspirations |
| Event | Action |
|---|---|
| SessionStart | Load identity context, queue status, maintenance signals |
| PostToolUse (Write) | Validate note frontmatter schema |
| Stop | Log session activity summary |
For semantic search and richer capture summaries, configure any OpenAI-compatible endpoint:
export DESIGN_BRAIN_LLM_BASE_URL="https://api.openai.com/v1"
export DESIGN_BRAIN_LLM_API_KEY="<your-key>"
export DESIGN_BRAIN_LLM_MODEL="gpt-4o-mini"Or pass per command: --llm-base-url <url> --llm-api-key <key> --llm-model <model>
Not required for core functionality.
npm login --auth-type=web
npm run release:check
npm publish --access publicrelease:check runs a clean build, tests, and npm pack --dry-run to verify publish contents.
- Node.js 20+
- Agent Browser CLI (
agent-browser install)
MIT