Swatchdog
FreeNot checkedMCP design system validator for agentic coding. Detects design drift in agent-built UI.
About
MCP design system validator for agentic coding. Detects design drift in agent-built UI.
README
Give your AI agent a visual system to build against — so it writes brand-consistent styles instead of guessing colors, radii, spacing, and type.
✅ Now in the Anthropic Connector Directory. In Claude, open Settings → Connectors, search swatchdog, and click Connect — no URL, no key, no setup.
See it in action
- Live claude.ai run: connector session walkthrough →
- Full test transcript (all green): part-b-transcript.txt →
https://github.com/user-attachments/assets/6ae8b242-d6c7-4a29-8892-27b067835308
What it is
Swatchdog is a Model Context Protocol (MCP) server that runs on-demand design-token drift checks for AI coding assistants — Claude Code, Claude Desktop, Cursor, Google Antigravity, other MCP clients, and claude.ai via the connector.
When your agent asks, Swatchdog checks the generated CSS against a design system — a curated pack or your own tokens — and returns every off-token color, radius, spacing, and type value, each with the closest matching token to use instead. The check is on-demand and the loop is yours: Swatchdog reports drift; it never intercepts writes or changes your code.
Why Swatchdog
AI agents are fast but blind to your design system — they invent off-brand spacing, off-palette colors, and quietly ignore your scales. Swatchdog adds a deterministic drift check to the build loop:
- The agent sets a standard — your own tokens, or a pack.
- It calls Swatchdog on the CSS it generated.
- Swatchdog returns precise fixes (e.g. "use
radius.sm(5px) instead of 7px"). - The agent applies them. The loop, and the review, stay yours.
How is it different from a linter like ESLint?
A linter checks whether your code is valid; Swatchdog checks whether your design is on-system. A linter happily passes color: #ff00ff because it's valid CSS — it has no idea magenta isn't in your palette. Swatchdog catches exactly that, even when the code is flawless. Lint catches broken code; Swatchdog catches broken design.
Can't I just give my agent the tokens, or a design.md?
You can, and it'll still drift. Agents approximate and interpolate even with the rules right in front of them — having the rules isn't the same as following them. Swatchdog verifies conformance in the build loop, where the drift actually happens.
Modes
Pack mode — check against a curated Swatchdog family (Workbench, Showcase, Terminal, plus the free Studio sandbox). Zero-config.
BYO mode — check against your own design system. The agent extracts your tokens (from tailwind.config.js, CSS variables, etc.) and passes them as parameters. Content-only and stateless — your code and tokens are never stored. Free to try on the keyless connector lane, or uncapped with a $12 license.
Intelligent suggestions — Swatchdog doesn't just flag drift, it maps each off-token value to the nearest valid token: color (hex/rgb → nearest theme color), radius, spacing, font-size, and font-family.
Coverage note: checks currently cover hex and standard color formats. HSL-channel representation and complex multi-file token resolution are on the Phase 2 roadmap.
Tools
check_design_drift — connector endpoint · BYO-only · keyless-friendly
reference_tokens(object, required) — your design tokens, e.g.{"color":{"primary":"#b06ed0"},"radius":{"md":"6px"}}code(string, required) — the CSS/markup to check- Returns, per violation: axis · found value · expected token + value · location
check_drift — main endpoint · checks CSS against a pack or a custom token set
content(string, required) — the CSS/markup to checkpaletteId(string, optional) — a pack id (e.g.studio-blue-hour); pack modetokens(object, optional) — your own token set; BYO modesource(string, optional) — telemetry tag (pack,css,tailwind)
Pricing — one-time, no subscriptions
| Tier | What you get | Where |
|---|---|---|
| Free — keyless | BYO checks on a shared, rate-capped lane | connector endpoint |
Free — sandbox key swt_sandbox_studio |
pack checks vs the Studio family | main endpoint |
| $12 — drift-check license | BYO checks, your own uncapped key | both endpoints |
| $19 / $49 — pack or bundle | premium families (Workbench · Showcase · Terminal) + a paid key | both endpoints |
On the main endpoint, a free caller attempting a premium or BYO check gets a structured upgrade payload pointing to swatchdog.dev.
Connect
In Claude (easiest): Settings → Connectors → find swatchdog in the directory → Connect. Nothing to paste, no key.
Other MCP clients (Cursor, Claude Code, Claude Desktop) — add one of these to your MCP config:
Connector endpoint — BYO-only, keyless (add a key to remove the rate cap):
{
"mcpServers": {
"swatchdog-check": {
"type": "http",
"url": "https://swatchdog-connector-970396648818.us-central1.run.app/mcp"
}
}
}
Main endpoint — packs + BYO, bearer key (free sandbox key shown):
{
"mcpServers": {
"swatchdog-sandbox": {
"type": "http",
"url": "https://swatchdog-mcp-970396648818.us-central1.run.app/mcp",
"headers": { "Authorization": "Bearer swt_sandbox_studio" }
}
}
}
Prefer to add the connector to claude.ai manually? Settings → Connectors → Add custom connector → paste the connector URL above → leave auth empty.
Privacy
All checks are on-demand and transient. No source code, files, or tokens are ever stored on our servers. We log only minimal usage metadata — a source tag, which pack, and the finding count — never your license key, your code, or your tokens. Full policy: swatchdog.dev/privacy.html.
Created and maintained by swatchdog.dev · Support: [email protected] · A Ziola Project
Installing Swatchdog
This server has no published package — it is built from source. Open the repository and follow its README.
▸ github.com/swatchdog-dev/swatchdog-mcpFAQ
Is Swatchdog MCP free?
Yes, Swatchdog MCP is free — one-click install via Unyly at no cost.
Does Swatchdog need an API key?
No, Swatchdog runs without API keys or environment variables.
Is Swatchdog hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install Swatchdog in Claude Desktop, Claude Code or Cursor?
Open Swatchdog on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
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