> 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://ailc-test.brandry.ai/ai/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://ailc-test.brandry.ai/ai/llms.txt. For the full corpus, see https://ailc-test.brandry.ai/ai/llms-full.txt.

# Specs and VIN decode, Charlie Obaugh Auto Group

> Decoded specs per VIN.

- Per vehicle: vin_decode in https://ailc-test.brandry.ai/ai/v/{VIN}.json
- MCP: decode_vin(vin)

_Prices checked against inventory data from Oct 6, 2026, 2:48 AM ET._