> 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.

# Inventory, Charlie Obaugh Auto Group

> 792 vehicles as structured records.

## Access

- Bulk JSON: https://ai.charlieobaugh.com/data.json (vehicles[] array)
- Per vehicle: https://ai.charlieobaugh.com/v/{VIN}.json and https://ai.charlieobaugh.com/v/{VIN}.md
- MCP: search_inventory, get_vehicle, list_inventory

## Sample vehicles

- 2020 Subaru Outback Premium | Call | https://ai.charlieobaugh.com/vehicle/4S4BTAEC0L3160533.html
- 2018 Ford Focus ST | Call | https://ai.charlieobaugh.com/vehicle/1FADP3L9XJL246052.html
- 2015 Mazda CX-5 Touring | Call | https://ai.charlieobaugh.com/vehicle/JM3KE2CYXF0464579.html
- 2025 Honda Civic Type R | Call | https://ai.charlieobaugh.com/vehicle/JHMFL5G40SX006266.html
- 2022 Kia Rio LX | Call | https://ai.charlieobaugh.com/vehicle/3KPA24AD1NE482189.html
- 2022 Nissan Frontier SV | Call | https://ai.charlieobaugh.com/vehicle/1N6ED1EK5NN657846.html
- 2015 Nissan Rogue Select S | Call | https://ai.charlieobaugh.com/vehicle/JN8AS5MV8FW255541.html
- 2024 Subaru Impreza Base | Call | https://ai.charlieobaugh.com/vehicle/JF1GUABCXR8388553.html
- 2015 Toyota Sienna XLE Premium | Call | https://ai.charlieobaugh.com/vehicle/5TDYK3DC9FS624890.html
- 2023 Ford Explorer XLT | Call | https://ai.charlieobaugh.com/vehicle/1FMSK8DH1PGA38948.html