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Dashboard Kit MCP

Cut your AI agent's token bill by ~94% on repetitive UI generation while guaranteeing brand consistency and schema validation.

Agents are great at logic, but terrible at writing HTML/CSS from scratch. Every time you ask an agent to "build a dashboard", it burns thousands of tokens writing boilerplate <table> markup, guessing hex codes, and inventing CSS layouts.

dashboard-kit is a Model Context Protocol (MCP) server that gives agents a declarative UI language. Instead of generating code, the agent outputs a tiny JSON spec. The kit validates it against Zod schemas and renders pixel-perfect, brand-compliant HTML.

The Numbers

We benchmarked Claude Sonnet 5.5 (High effort) generating a simple sales dashboard.

Task

Raw HTML (Baseline)

JSON Spec (With Kit)

Reduction

Build a data table

2,533 tokens

134 tokens

94.7%

Build a KPI card

1,028 tokens

76 tokens

92.6%

Side-by-side layout

3,189 tokens

197 tokens

93.8%

Brand-constrained

2,986 tokens

177 tokens

94.1%

Complex multi-element

4,131 tokens

244 tokens

94.1%

Average token reduction: 93.9%

Read the full Benchmark Results.

Related MCP server: PageMap

How it works

  1. The agent calls list_components to see what's available.

  2. The agent outputs a JSON spec (e.g., { component: "DataTable", props: { dataRef: "query_1" } }).

  3. The MCP server validates the spec against a strict Zod schema.

  4. The server renders the HTML, injecting brand tokens (colors, fonts, spacing) automatically.

The agent never writes CSS. It never hallucinates a hex code. It never inlines data.

Quick Start (Claude Desktop)

  1. Clone this repo and run pnpm install.

  2. Add the MCP server to your claude_desktop_config.json: (See setup instructions in the docs)

  3. Ask Claude: "Use dashboard-kit to build a dashboard with a DataTable for dataRef query.revenue_by_region and a MetricCard for Total Revenue."

Windows Installation (Important)

Because Claude Desktop on Windows struggles to launch .cmd files in directories with spaces, you must use the node command directly to launch the server.

Add this to your %APPDATA%\Claude\claude_desktop_config.json:

{
  "mcpServers": {
    "dashboard-kit": {
      "command": "node",
      "args": [
        "C:\\Path\\To\\Your\\Repo\\node_modules\\tsx\\dist\\cli.mjs",
        "C:\\Path\\To\\Your\\Repo\\packages\\mcp-server\\src\\index.ts"
      ]
    }
  }
}

(Make sure to replace C:\Path\To\Your\Repo with your actual absolute path).

Features

  • Two Components: DataTable (sortable, paginated) and MetricCard (with trends).

  • Brand Enforcement: Injects brand tokens via CSS variables at render time. Zero hard-coded hex codes.

  • Zod Validation: Rejects malformed specs before they hit the UI.

  • Token Budgets: Each component declares its max allowed token cost, so agents know when to stop generating.

Built by M4TIC

We build intelligent systems, AI agents, and workflow automations. If you need to connect your company's design system to the agent stack, get in touch.

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