# 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, and window stickers.
- [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.

## 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.