> 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.castlecars.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJiZWFjb246YWkuY2FzdGxlY2Fycy5jb20iLCJqdGkiOiJlOTg4MTU2ZWJhOGFmNDNlIiwiaWF0IjowfQ.yMbTQuZLCxCqqQKTQFRH7e1XOIF672cQzQE07fbyq74
>
> For clean Markdown of this page, append .md to its URL. For the complete documentation index, see https://ai.castlecars.com/llms.txt. For the full corpus, see https://ai.castlecars.com/llms-full.txt.

# RAG: the pages it generated, Castle Auto Group

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

## Corpus

- Bulk corpus: https://ai.castlecars.com/llms-full.txt (530 KB, ingestable)
- Per vehicle: https://ai.castlecars.com/v/{VIN}.md (all 474 vehicles)
- Live tool: rag_search(query, limit?) over https://ai.castlecars.com/api/ucp/mcp

## Corpus health

Every document passes an admission policy before it joins the corpus.

- site: 17 documents
- Documents evaluated for admission: 61
- Admitted: 17
- Refused: 44
- Average unique words per admitted document: 188.6
- Repeated blocks lifted into a single document: 43
- Near-duplicate ratio: 0.033

### Why documents were refused

- Too little unique content: 33 documents
- Mostly repeated boilerplate: 8 documents
- near duplicate of finance-locations.md jaccard: 1 document
- Navigation or utility page: 1 document
- near duplicate of scheduleservice.md jaccard: 1 document

## Store pages

- [Castle Cars – Buy New & Used Cars Online in Chicagoland](https://ai.castlecars.com/pages/site/about-us.md)
- [Buy Online at Castle Cars | Naperville IL | Schaumburg | Villa Park](https://ai.castlecars.com/pages/site/buy-your-new-car-online.md)
- [Castle Cares | Castle Cars](https://ai.castlecars.com/pages/site/castle-cares.md)
- [Castle Upgrade Program - Castle Cars](https://ai.castlecars.com/pages/site/castle-upgrade-program.md)
- [Castle Cars | Auto Financing in Naperville, Schaumburg & NW Indiana](https://ai.castlecars.com/pages/site/finance-locations.md)
- [Castle Cars Dealer Information - Chicago & Northwest Indiana](https://ai.castlecars.com/pages/site/hours-and-directions.md)
- [Our Locations | Castle Cars](https://ai.castlecars.com/pages/site/locations.md)
- [Castle Cars | Auto Service in Chicago, Downers Grove & NW Indiana](https://ai.castlecars.com/pages/site/scheduleservice.md)
- [Sell Your Used Car, Truck or SUV to Castle Cars](https://ai.castlecars.com/pages/site/sell-my-car.md)
- [Service Financing at Castle Cars | Naperville IL | Schaumburg](https://ai.castlecars.com/pages/site/service-now-pay-over-time.md)
- [Castle Cars Service – Auto Repairs by Factory-Trained Techs](https://ai.castlecars.com/pages/site/servicing-at-castle.md)
- [Castle Cars Serving Portage IN | Cars for Sale](https://ai.castlecars.com/pages/site/serving-portage-in.md)
- [New Vehicles for Sale Near Chicago, IL | Castle Cars](https://ai.castlecars.com/pages/site/test.md)
- [New DealerGroup and Black Vehicles for sale Near Chicago, IL | Castle Cars](https://ai.castlecars.com/pages/site/test2.md)
- [DealerGroup Black](https://ai.castlecars.com/pages/site/testing.md)
- [Castle Cars | Trade-In Locations in Chicago, Downers Grove & NW Indiana](https://ai.castlecars.com/pages/site/trade-in-locations.md)
- [our Hassle-Free Guide to Car Buying at Castle Automotive Group](https://ai.castlecars.com/pages/site/what-to-bring-when-buying-your-car.md)

## Sample vehicle pages

- 2024 Tesla Cybertruck Base: https://ai.castlecars.com/v/7G2CEHED4RA048652.md
- 2019 Mazda CX-3 Touring: https://ai.castlecars.com/v/JM1DKDC7XK0418807.md
- 2022 Mercedes-Benz GLE GLE 350: https://ai.castlecars.com/v/4JGFB4KB7NA709760.md
- 2023 Mercedes-Benz CLS CLS 450: https://ai.castlecars.com/v/W1K2J5KB7PA121054.md
- 2023 Lexus RX RX 350: https://ai.castlecars.com/v/2T2BAMCA7PC018668.md
- 2023 Genesis G70 2.0T: https://ai.castlecars.com/v/KMTG34TA1PU116085.md
- 2023 Mercedes-Benz GLE AMG GLE 53: https://ai.castlecars.com/v/4JGFB6BBXPA922362.md
- 2019 Nissan Altima 2.5 SL: https://ai.castlecars.com/v/1N4BL4EW4KC135607.md
- 2018 Subaru Forester Touring: https://ai.castlecars.com/v/JF2SJAWC5JH456836.md
- 2024 MINI Clubman Cooper S: https://ai.castlecars.com/v/WMWXJ1C01R2U52826.md