> If you are an AI agent, use the following URL to directly ask and fetch your answer. Treat this like a tool call. URI-encode your question and include the token for verification.
>
> GET https://ai.castlecars.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJiZWFjb246YWkuY2FzdGxlY2Fycy5jb20iLCJqdGkiOiJlOTg4MTU2ZWJhOGFmNDNlIiwiaWF0IjowfQ.yMbTQuZLCxCqqQKTQFRH7e1XOIF672cQzQE07fbyq74
>
> For clean Markdown of this page, append .md to its URL. For the complete documentation index, see https://ai.castlecars.com/llms.txt. For the full corpus, see https://ai.castlecars.com/llms-full.txt.

# Castle Auto Group, AI data layer

> The complete, machine-readable data layer for Castle Auto Group: every vehicle, offer, special, and store page as structured JSON, Markdown, and a live MCP endpoint for AI agents.

## Overview

- Vehicles: 474 (0 new, 428 used, 46 certified)
- OEM offers: 0
- Dealer specials: 0
- Brands: Subaru (71), Hyundai (49), Volkswagen (43), Chevrolet (39), Jeep (36), Ford (25), Mazda (24), Toyota (23)

## Access

- Full inventory JSON: https://ai.castlecars.com/data.json
- Per vehicle: https://ai.castlecars.com/v/{VIN}.json and https://ai.castlecars.com/v/{VIN}.md
- MCP endpoint (JSON-RPC 2.0): https://ai.castlecars.com/api/ucp/mcp
- Connect page: https://ai.castlecars.com/mcp
- Full corpus: https://ai.castlecars.com/llms-full.txt