> 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.

# Discovery: all generated files, Charlie Obaugh Auto Group

> Every generated file, generation stats, and the RAG system.

## RAG

- Corpus: https://ai.charlieobaugh.com/llms-full.txt (550 KB, ingestable)
- Live tool: rag_search over the corpus (MCP endpoint https://ai.charlieobaugh.com/api/ucp/mcp)

## Stats

- Files generated: 1,587
- Vehicles x formats: 516 x 3
- Store pages: 8

## Files

- https://ai.charlieobaugh.com/llms.txt
- https://ai.charlieobaugh.com/llms-full.txt
- https://ai.charlieobaugh.com/agents.md
- https://ai.charlieobaugh.com/robots.txt
- https://ai.charlieobaugh.com/.well-known/ucp
- https://ai.charlieobaugh.com/sitemap.xml
- https://ai.charlieobaugh.com/sitemap_agentic_discovery.xml
- https://ai.charlieobaugh.com/data.json
- https://ai.charlieobaugh.com/search-index.json
- https://ai.charlieobaugh.com/mcp
- https://ai.charlieobaugh.com/api/ucp/mcp
- https://ai.charlieobaugh.com/rag
- https://ai.charlieobaugh.com/stats