> 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.castlesubarumchenry.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJiZWFjb246YWkuY2FzdGxlc3ViYXJ1bWNoZW5yeS5jb20iLCJqdGkiOiJjZTQxN2E3NjdmNTU5YTRjIiwiaWF0IjowfQ.51P_23slDxM_ANGcHt0eo6f8HAYEGw8GMlZEw2lr36U
>
> For clean Markdown of this page, append .md to its URL. For the complete documentation index, see https://ai.castlesubarumchenry.com/llms.txt. For the full corpus, see https://ai.castlesubarumchenry.com/llms-full.txt.

# Castle Subaru McHenry

> The AI-ready data layer for Castle Subaru McHenry: a live, structured index of every vehicle, OEM offer, dealer special, and store page, with a Model Context Protocol endpoint for agents. 

All links below are absolute and resolve on this host. Vehicles are addressed by 17-char VIN; swap the VIN into the per-vehicle patterns.

## Inventory
- [Full inventory (JSON)](https://ai.castlesubarumchenry.com/data.json): all 337 vehicles (124 new, 175 used, 38 certified) with specs, offers, window stickers, factory features, itemized options with prices, and verified MSRP breakdowns where the OEM sticker provides them.
- [Search index (JSON)](https://ai.castlesubarumchenry.com/search-index.json): slim index (VIN, title, price, condition, image).
- [Per-vehicle JSON](https://ai.castlesubarumchenry.com/v/): pattern `https://ai.castlesubarumchenry.com/v/{VIN}.json`, one structured record per VIN.
- [Per-vehicle Markdown](https://ai.castlesubarumchenry.com/v/): pattern `https://ai.castlesubarumchenry.com/v/{VIN}.md`, readable record per VIN.

## Offers and specials
- OEM offers: matched to each VIN inside `https://ai.castlesubarumchenry.com/v/{VIN}.json` (the `offers` array) and via the MCP tool `get_oem_offers`.

## Tools (MCP)
- [Connect page](https://ai.castlesubarumchenry.com/mcp): one-click connect for Claude, ChatGPT, Cursor, and Claude Code, plus the full tool directory.
- [MCP endpoint](https://ai.castlesubarumchenry.com/api/ucp/mcp): JSON-RPC 2.0. Tools: search_inventory, get_vehicle, list_inventory, get_oem_offers, get_dealer_specials, search_offers, get_window_sticker, decode_vin, get_dealer_info, get_inventory_stats, compare_vehicles, check_availability, rag_search, get_reviews.

## Discovery
- [Agent instructions](https://ai.castlesubarumchenry.com/agents.md): how an assistant should use this data.
- [UCP manifest](https://ai.castlesubarumchenry.com/.well-known/ucp): Universal Commerce Protocol capabilities.
- [Full corpus (LLM)](https://ai.castlesubarumchenry.com/llms-full.txt): every vehicle and store page expanded inline for RAG.
- [RAG browser](https://ai.castlesubarumchenry.com/rag): browse every generated vehicle and store page, plus the bulk corpus.
- [Analytics](https://ai.castlesubarumchenry.com/stats): request tracking, which AI tools read this data, measured from access logs.

## Optional
- [Sitemap (XML)](https://ai.castlesubarumchenry.com/sitemap.xml): all vehicle and page URLs.
- [Agentic discovery sitemap (XML)](https://ai.castlesubarumchenry.com/sitemap_agentic_discovery.xml): machine index of AI endpoints.
- [robots.txt](https://ai.castlesubarumchenry.com/robots.txt): crawl policy for AI user agents.

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Generated by Brandry.ai (https://brandry.ai). generation castlesubarumchenry-20260726T165006Z-ef281dd22502, built 2026-07-26T16:50:06Z