> 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, AI data layer

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

## Overview

- Vehicles: 533 (348 new, 137 used, 48 certified)
- OEM offers: 486
- Dealer specials: 0
- Brands: Chevrolet (172), Kia (166), GMC (136), Ford (13), Mitsubishi (11), Nissan (5), Honda (5), Jeep (4)

## Inventory by class and condition

Only groups with stock appear. Each link is a real page in this layer.

### Cars and trucks (532 vehicles)

Road vehicles: cars, SUVs, pickups, vans and commercial chassis.

**[New cars and trucks, 347 vehicles](https://ai.charlieobaugh.com/inventory/cars-trucks/new)**

- [New Kia](https://ai.charlieobaugh.com/inventory/cars-trucks/new/kia): 122 vehicles
- [New Chevrolet](https://ai.charlieobaugh.com/inventory/cars-trucks/new/chevrolet): 112 vehicles
- [New GMC](https://ai.charlieobaugh.com/inventory/cars-trucks/new/gmc): 106 vehicles
- [New Mitsubishi](https://ai.charlieobaugh.com/inventory/cars-trucks/new/mitsubishi): 7 vehicles

**[Certified pre-owned cars and trucks, 48 vehicles](https://ai.charlieobaugh.com/inventory/cars-trucks/certified)**

- [Certified pre-owned Chevrolet](https://ai.charlieobaugh.com/inventory/cars-trucks/certified/chevrolet): 20 vehicles
- [Certified pre-owned Kia](https://ai.charlieobaugh.com/inventory/cars-trucks/certified/kia): 19 vehicles
- [Certified pre-owned GMC](https://ai.charlieobaugh.com/inventory/cars-trucks/certified/gmc): 9 vehicles

**[Used cars and trucks, 137 vehicles](https://ai.charlieobaugh.com/inventory/cars-trucks/used)**

- [Used Chevrolet](https://ai.charlieobaugh.com/inventory/cars-trucks/used/chevrolet): 40 vehicles
- [Used Kia](https://ai.charlieobaugh.com/inventory/cars-trucks/used/kia): 25 vehicles
- [Used GMC](https://ai.charlieobaugh.com/inventory/cars-trucks/used/gmc): 21 vehicles
- [Used Ford](https://ai.charlieobaugh.com/inventory/cars-trucks/used/ford): 13 vehicles
- [Used Honda](https://ai.charlieobaugh.com/inventory/cars-trucks/used/honda): 5 vehicles
- [Used Nissan](https://ai.charlieobaugh.com/inventory/cars-trucks/used/nissan): 5 vehicles
- [Used Jeep](https://ai.charlieobaugh.com/inventory/cars-trucks/used/jeep): 4 vehicles
- [Used Mitsubishi](https://ai.charlieobaugh.com/inventory/cars-trucks/used/mitsubishi): 4 vehicles
- [Used Buick](https://ai.charlieobaugh.com/inventory/cars-trucks/used/buick): 3 vehicles
- [Used Cadillac](https://ai.charlieobaugh.com/inventory/cars-trucks/used/cadillac): 3 vehicles
- [Used Ram](https://ai.charlieobaugh.com/inventory/cars-trucks/used/ram): 3 vehicles
- [Used Toyota](https://ai.charlieobaugh.com/inventory/cars-trucks/used/toyota): 3 vehicles
- [Used Chrysler](https://ai.charlieobaugh.com/inventory/cars-trucks/used/chrysler): 2 vehicles
- [Used Hyundai](https://ai.charlieobaugh.com/inventory/cars-trucks/used/hyundai): 2 vehicles
- [Used Audi](https://ai.charlieobaugh.com/inventory/cars-trucks/used/audi): 1 vehicle
- [Used Mazda](https://ai.charlieobaugh.com/inventory/cars-trucks/used/mazda): 1 vehicle
- [Used Subaru](https://ai.charlieobaugh.com/inventory/cars-trucks/used/subaru): 1 vehicle
- [Used Volkswagen](https://ai.charlieobaugh.com/inventory/cars-trucks/used/volkswagen): 1 vehicle

### Powersports (1 vehicle)

ATVs, side by sides, motorcycles, scooters and snowmobiles.

**[New powersports, 1 vehicle](https://ai.charlieobaugh.com/inventory/powersports/new)**

- [New Arctic Cat](https://ai.charlieobaugh.com/inventory/powersports/new/arctic-cat): 1 vehicle

## Access

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