> 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.castlekiamchenry.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJiZWFjb246YWkuY2FzdGxla2lhbWNoZW5yeS5jb20iLCJqdGkiOiIyMjA4NmQ1YmE0ZmZlNzYzIiwiaWF0IjowfQ.5OgkJLONgXy4lVez8O3Ce7V1kyuBCkC4f37jZB2t4YI
>
> For clean Markdown of this page, append .md to its URL. For the complete documentation index, see https://ai.castlekiamchenry.com/llms.txt. For the full corpus, see https://ai.castlekiamchenry.com/llms-full.txt.

# Castle Kia McHenry, AI data layer

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

## Overview

- Vehicles: 609 (0 new, 609 used, 0 certified)
- OEM offers: 0
- Dealer specials: 0
- Brands: Kia (332), Subaru (77), Chevrolet (48), Ford (24), GMC (21), Jeep (14), Honda (14), Toyota (12)

## Access

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

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Generated by Brandry.ai (https://brandry.ai). generation castlekiamchenry-20260726T164259Z-3bc6dd0ebf70, built 2026-07-26T16:42:59Z
