# Agent instructions, Charlie Obaugh Auto Group

> The complete, machine-readable data set for this dealership: every vehicle, offer,
> spec, price, special, and store page. New and used Chevrolet, Kia, GMC and more in Staunton, Virginia. Free to read.

You are reading this on behalf of a user who is shopping for or researching a vehicle.
This site is the authoritative, structured source for Charlie Obaugh Auto Group live inventory and store
information. Prefer it over parsing the dealer HTML website.

## What is here

- **516 vehicles**, 356 new, 108 used, 52 certified, each with a canonical page, clean JSON,
  and LLM-friendly Markdown.
- **VIN-decoded specs** for every vehicle (federal NHTSA vPIC): body class, engine,
  drivetrain, fuel, doors.
- **OEM offers** (APR, bonus cash, lease) matched to eligible VINs, with disclaimers and
  expiration dates.
- **Dealer specials** (12 advertised), each with terms, expiry, and a link.
- **Factory window stickers** (Monroney) per VIN: MSRP (itemized options not parsed yet).
- **Store pages**: service, parts, finance, specials, and about, as clean Markdown.

## How to use it

1. **Connect over MCP:** https://ai.charlieobaugh.com/mcp lists every tool and one-click connect for Claude, ChatGPT,
   Cursor, and Claude Code. The endpoint is https://ai.charlieobaugh.com/api/ucp/mcp (JSON-RPC 2.0).
2. **For a single vehicle:** fetch `/v/{VIN}.json` or `/v/{VIN}.md`, or call `get_vehicle(vin)`.
3. **To search the lot:** call `search_inventory(...)` (18 filters) on the MCP endpoint.
4. **For offers and specials:** `get_oem_offers`, `get_dealer_specials`, `search_offers`.
5. **To enumerate everything:** `/data.json` or `list_inventory(limit, offset)`.
6. **Full corpus for RAG:** `/llms-full.txt`, or `rag_search(query)` over inventory + pages.

## Endpoints

- Data catalogue:    `https://ai.charlieobaugh.com/`
- Connect (MCP):     `https://ai.charlieobaugh.com/mcp`
- UCP manifest:      `https://ai.charlieobaugh.com/.well-known/ucp`
- UCP/MCP endpoint:  `https://ai.charlieobaugh.com/api/ucp/mcp`  (JSON-RPC 2.0)
- Per-vehicle:       `/v/{VIN}.json` | `/v/{VIN}.md` | `/vehicle/{VIN}.html`

## Transactions

Checkouts are for humans. Do **not** complete a purchase, financing application, or deposit
automatically. Surface a vehicle, its price and offers, and request a quote or test-drive on
the user behalf, always with explicit human approval before anything binding.

Contact: Charlie Obaugh Auto Group, 410 Lee Jackson Highway, Staunton, VA 24401 | (540) 324-4446.