swatchdog
Checks AI-built UI code against your design tokens and reports drift. Stateless, read-only.
- Category
- Developer Tools
- Primary Subcategory
- AI Output Verification & Grounding
Integration details
Description
swatchdog keeps an AI build on-brand. Give your agent your design system. Paste your tokens, describe them, or approve a set it proposes and swatchdog deterministically checks generated UI code against them, returning a compact, structured drift report: for each violation, the token axis (color / radius / spacing / type), the value found, the expected token and its value, and the location. It reads declared styles and tokens, not pixels. It is stateless. Your tokens and code are passed with each call and never stored - and read-only: it reports drift; it does not modify code. Enforcement is your agent's job; the source of truth is yours; swatchdog is the instrument. Works with no key (shared free lane, rate-capped). A one-time $12 personal key (swatchdog.dev) removes the cap in header-capable MCP clients (Claude Code, Claude Desktop, Cursor). The full pack library and hosted suite are at swatchdog.dev.
- Integration type
- Connector
- Verification status
Community connector- Platform
- Claude
- Primary Subcategory
- AI Output Verification & Grounding
- Secondary Subcategories
- None listed
- Brand
- swatchdog
- Access
- No account required
- First tracked
- 2026-06-12
- Tool count
- 1
- Geography
- US
The Primary Subcategory used for this profile’s headline score.
Other Subcategories where the Integration is listed.
Claude Discoverability Score
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What discovery looks like

Claude can surface verified Connectors when they match a user’s Prompt.
How Claude Connector discovery works
Your Connector will compete to appear for users’ Prompts once Claude verifies it
Competing in Claude AI Output Verification & Grounding
View Category1 tool agents can invoke
How do I improve a Community connector's discoverability?
The levers are the listing surface agents actually read: names, descriptions, keywords, tool metadata, and registry health. Which lever matters depends on where discovery breaks, which is what continuous measurement shows.
What are swatchdog alternatives on Claude?
As of 2026-09-28, swatchdog competes with Coval, elluminate, FALCON Verify, Formal Logic, Kastra, Lenz, Norma by Quality Clouds, OSuite, Quilty, Rapidata, Talarion in Claude AI Output Verification & Grounding, ranked by public Discoverability Score.
Where is this profile measured?
This profile uses the geography attached to the latest public registry snapshot: US. Locale tags are intentionally omitted.