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Design references for coding agents

An agent that starts from nothing builds the generic version.
Hand it real references first.

Get the app see a real call

What the agent gets

One real call

The component search below ran against the live shadcn registry. The reply is trimmed to the first three of five matches and the fields a coding agent reads first.

ask

Find a login page block I can drop into a Next.js app.

call
{
  "op": "search",
  "registry": "shadcn",
  "query": "login page",
  "limit": 3
}
reply
{
  "results": [
    { "name": "login-01", "title": "Login 01", "description": "A simple login form.", "type": "registry:block" },
    { "name": "login-02", "title": "Login 02", "description": "A two column login page with a cover image.", "type": "registry:block" },
    { "name": "login-03", "title": "Login 03", "description": "A login page with a muted background color.", "type": "registry:block" }
  ],
  "total": 5
}
The component-registry adapter, run live on 2026-10-17. Reply fields not shown here: the registry totals and the retrieval time.

What it needs

Account
A superbot account. It needs no key and no connection.
Install
The MCP link for your client is on the install page.

The registries are shadcn and Magic UI. Icons come from Iconify's open-source sets. Read on 2026-10-17.