> 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.williamsburgauto.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJiZWFjb246YWkud2lsbGlhbXNidXJnYXV0by5jb20iLCJqdGkiOiIzYjI4MTUwMGMyMDNjYTg0IiwiaWF0IjowfQ.b_PAdputK8fI6IKv_mUhsfkk9lna1RPDfJLaxwQwhyE
>
> For clean Markdown of this page, append .md to its URL. For the complete documentation index, see https://ai.williamsburgauto.com/llms.txt. For the full corpus, see https://ai.williamsburgauto.com/llms-full.txt.

# RAG: the pages it generated, Williamsburg Auto

> Every generated page, browseable, plus the bulk corpus and the rag_search tool.

## Corpus

- Bulk corpus: https://ai.williamsburgauto.com/llms-full.txt (1,039 KB, ingestable)
- Per vehicle: https://ai.williamsburgauto.com/v/{VIN}.md (all 289 vehicles)
- Live tool: rag_search(query, limit?) over https://ai.williamsburgauto.com/api/ucp/mcp

## Store pages


## Sample vehicle pages

- 2021 Volkswagen Arteon 2.0T SEL Premium R-Line: https://ai.williamsburgauto.com/v/WVWTR7AN6ME002656.md
- 2023 Dodge Hornet GT Plus: https://ai.williamsburgauto.com/v/ZACNDFBN0P3A00453.md
- 2023 Volkswagen Arteon 2.0T SEL Premium R-Line: https://ai.williamsburgauto.com/v/WVWTR7AN8PE003876.md
- 2026 Porsche 911 GT3: https://ai.williamsburgauto.com/v/WP0AC2A94TS287453.md
- 2024 Kia Sportage X-Line: https://ai.williamsburgauto.com/v/5XYK6CDF7RG183105.md
- 2024 Toyota Tundra Hybrid Platinum: https://ai.williamsburgauto.com/v/5TFNC5DB4RX064696.md
- 2024 Audi Q3 Premium: https://ai.williamsburgauto.com/v/WA1DECF35R1123641.md
- 2025 Nissan Pathfinder Rock Creek: https://ai.williamsburgauto.com/v/5N1DR3BD4SC293004.md
- 2024 Chevrolet Tahoe RST: https://ai.williamsburgauto.com/v/1GNSKRKD0RR418100.md
- 2024 Kia Carnival SX: https://ai.williamsburgauto.com/v/KNDNE5H33R6424172.md