swatchdog
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.
View in the Claude registry- 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 visible.
Claude Discoverability Score
Community connectors cannot be organically discovered yet
swatchdog is a Community connector, so Claude cannot surface it organically yet. It becomes eligible for organic discovery after Claude verifies it. Learn how Anthropic reviews Connector Directory submissions in the official Connector Directory guide.
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Competing in Claude AI Output Verification & Grounding
View CategoryHow the Discoverability Score works
The Claude Discoverability Score will be the percentage of contested conversations where swatchdog appears in the connector picker or Claude invokes it directly. Found and Positioned will be shown as diagnostics, not score inputs.
Community connectors appear on this scale after Claude verifies them and they become eligible for organic discovery.
FoundDiagnostic
Whether Claude found your Connector in connector search. It must be Found before it can reach the picker, but the score counts picker appearances—not search results.
PickedMain score
How often your Connector appeared in the picker, or Claude invoked it directly, across contested conversations. This percentage is the Discoverability Score; the headline number is rounded.
PositionedDiagnostic
What position your Connector appeared in when it was shown in the picker. This shows prominence, but it does not affect the score.
1 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 2026-08-14, swatchdog competes with Coval, elluminate, Formal Logic, Kastra, Lenz, OSuite, 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.