> 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.charlieobaugh.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJiZWFjb246YWkuY2hhcmxpZW9iYXVnaC5jb20iLCJqdGkiOiJlNDMyNTAzZjg3MmVhNmJiIiwiaWF0IjowfQ.eC2SWieP4pnT9xgmjqb991UAei9nM-k9DXL0sIa10zI
>
> For clean Markdown of this page, append .md to its URL. For the complete documentation index, see https://ai.charlieobaugh.com/llms.txt. For the full corpus, see https://ai.charlieobaugh.com/llms-full.txt.

# Charlie Obaugh Auto Group

> The AI-ready data layer for Charlie Obaugh Auto Group: a live, structured index of every vehicle, OEM offer, dealer special, and store page, with a Model Context Protocol endpoint for agents. New and used Chevrolet, Kia, GMC and more in Staunton, Virginia.

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.charlieobaugh.com/data.json): all 516 vehicles (356 new, 108 used, 52 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.charlieobaugh.com/search-index.json): slim index (VIN, title, price, condition, image).
- [Per-vehicle JSON](https://ai.charlieobaugh.com/v/): pattern `https://ai.charlieobaugh.com/v/{VIN}.json`, one structured record per VIN.
- [Per-vehicle Markdown](https://ai.charlieobaugh.com/v/): pattern `https://ai.charlieobaugh.com/v/{VIN}.md`, readable record per VIN.

## Offers and specials
- [Dealer specials (Markdown)](https://ai.charlieobaugh.com/pages/specials/specials.md): 12 advertised specials with terms and links.
- OEM offers: matched to each VIN inside `https://ai.charlieobaugh.com/v/{VIN}.json` (the `offers` array) and via the MCP tool `get_oem_offers`.

## Store pages
- [Store pages index](https://ai.charlieobaugh.com/pages/): 8 pages, service, parts, finance, specials, and about, as Markdown.

## Tools (MCP)
- [Connect page](https://ai.charlieobaugh.com/mcp): one-click connect for Claude, ChatGPT, Cursor, and Claude Code, plus the full tool directory.
- [MCP endpoint](https://ai.charlieobaugh.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.charlieobaugh.com/agents.md): how an assistant should use this data.
- [UCP manifest](https://ai.charlieobaugh.com/.well-known/ucp): Universal Commerce Protocol capabilities.
- [Full corpus (LLM)](https://ai.charlieobaugh.com/llms-full.txt): every vehicle and store page expanded inline for RAG.
- [RAG browser](https://ai.charlieobaugh.com/rag): browse every generated vehicle and store page, plus the bulk corpus.
- [Analytics](https://ai.charlieobaugh.com/stats): request tracking, which AI tools read this data, measured from access logs.

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