> 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.castlecdjrnaperville.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJiZWFjb246YWkuY2FzdGxlY2Rqcm5hcGVydmlsbGUuY29tIiwianRpIjoiZWE5MWNjNzdlM2Q4MDVlMiIsImlhdCI6MH0.4shNHRU3-tCsHwcBAJtMiZe57XX8dmPaQycnRql2-nw
>
> For clean Markdown of this page, append .md to its URL. For the complete documentation index, see https://ai.castlecdjrnaperville.com/llms.txt. For the full corpus, see https://ai.castlecdjrnaperville.com/llms-full.txt.

# RAG: the pages it generated, Castle CDJR of Naperville

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

## Corpus

- Bulk corpus: https://ai.castlecdjrnaperville.com/llms-full.txt (2,357 KB, ingestable)
- Per vehicle: https://ai.castlecdjrnaperville.com/v/{VIN}.md (all 745 vehicles)
- Live tool: rag_search(query, limit?) over https://ai.castlecdjrnaperville.com/api/ucp/mcp

## Corpus health

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

- site: 71 documents
- Documents evaluated for admission: 72
- Admitted: 71
- Refused: 1
- Average unique words per admitted document: 446.3
- Repeated blocks lifted into a single document: 6
- Near-duplicate ratio: 0.0

### Why documents were refused

- Search-results or listing page: 1 document

## Store pages

- [Chrysler Dodge Jeep Ram](https://ai.castlecdjrnaperville.com/pages/site/2026-ram-1500-hemi-naperville.md)
- [About Castle Chrysler Dodge Jeep Ram Naperville | Naperville, IL](https://ai.castlecdjrnaperville.com/pages/site/aboutus.md)
- [Chrysler Jeep Dodge Ram Dealer near Bolingbrook, IL | Naperville CJDRFacebookDealerraterYoutube](https://ai.castlecdjrnaperville.com/pages/site/areas-we-serve-cdjr-dealer-near-bolingbrook.md)
- [Blog Details](https://ai.castlecdjrnaperville.com/pages/site/blog-castle-cdjr-naperville-duck-race-2026.md)
- [2025 Jeep Wagoneer S vs Tesla Model Y | Castle CDJR Naperville](https://ai.castlecdjrnaperville.com/pages/site/blog-jeep-wagoneer-s-vs-tesla-model-y.md)
- [Castle Jeep Sponsors the Naperville Duck Race | Jeep Dealer Naperville](https://ai.castlecdjrnaperville.com/pages/site/blog-naperville-riverwalk-duck-race-2025.md)
- [Castle CDJR Naperville Proudly Supports Naperville Area Humane Society's 'Run Your Mutt Off' 5K](https://ai.castlecdjrnaperville.com/pages/site/blog-run-your-mutt-off.md)
- [Castle Chrysler Dodge Jeep Ram Naperville Blog | Chrysler Dodge Jeep Ram News, Updates, and Info in Naperville, IL](https://ai.castlecdjrnaperville.com/pages/site/blog.md)
- [Business Link](https://ai.castlecdjrnaperville.com/pages/site/business-link.md)
- [Career Opportunities Chrysler Dodge Jeep RAM | Naperville IL | Aurora](https://ai.castlecdjrnaperville.com/pages/site/careers.md)
- [Castle Courtesy Vehicles](https://ai.castlecdjrnaperville.com/pages/site/castle-courtesy-vehicles.md)
- [Bad Credit Auto Financing | Naperville CDJR Dealer](https://ai.castlecdjrnaperville.com/pages/site/castle-credit-center.md)
- [About Castle CDJR Naperville | Jeep & RAM Dealer Near Aurora](https://ai.castlecdjrnaperville.com/pages/site/chrysler-dodge-jeep-ram-dealer-naperville.md)
- [Commercial Vehicles for Sale | Castle CDJR Naperville](https://ai.castlecdjrnaperville.com/pages/site/commercial-business.md)
- [CPO Program - Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/cpo-program.md)
- [Dodge Battery Service in Naperville IL | Dodge Service Coupons](https://ai.castlecdjrnaperville.com/pages/site/dodge-battery-service-naperville-il.md)
- [Dodge Brake Service in Naperville IL | Dodge Service Coupons](https://ai.castlecdjrnaperville.com/pages/site/dodge-brake-service-naperville.md)
- [Dodge Oil Change in Naperville IL | Dodge Service Coupons](https://ai.castlecdjrnaperville.com/pages/site/dodge-oil-change-naperville-il.md)
- [Dodge Service & Repair near Aurora | Castle CDJR Naperville, IL](https://ai.castlecdjrnaperville.com/pages/site/dodge-service-center-naperville-il.md)
- [Dodge Tire Service in Naperville IL | Dodge Service Coupons](https://ai.castlecdjrnaperville.com/pages/site/dodge-tire-service-naperville-il.md)
- [eGuides | Castle Chrysler Dodge Jeep Ram Naperville | Naperville | IL](https://ai.castlecdjrnaperville.com/pages/site/eguides.md)
- [Genuine Mopar(R) Parts For Sale | Official Mopar(R) Site](https://ai.castlecdjrnaperville.com/pages/site/en-us-shop-parts-html.md)
- [Take the Future Home - EV Experience Day](https://ai.castlecdjrnaperville.com/pages/site/ev-test-drive-experience.md)
- [Express Lane - Castle Chrysler Dodge Jeep Ram Naperville Naperville IL](https://ai.castlecdjrnaperville.com/pages/site/express-lane.md)
- [Chrysler Dodge Jeep RAM Auto Loan & Leasing Naperville IL | Aurora](https://ai.castlecdjrnaperville.com/pages/site/finance-department.md)
- [Get Pre-Approved | Castle Chrysler Dodge Jeep Ram of Naperville](https://ai.castlecdjrnaperville.com/pages/site/financing.md)
- [Four-Wheel Alignment Service in Naperville Near Aurora, IL](https://ai.castlecdjrnaperville.com/pages/site/four-wheel-alignment.md)
- [Get Pre-Approved | Castle Chrysler Dodge Jeep Ram of Naperville](https://ai.castlecdjrnaperville.com/pages/site/getfinancing.md)
- [Customer Testimonials Castle CDJR Naperville IL | Reviews](https://ai.castlecdjrnaperville.com/pages/site/google-reviews.md)
- [Happy Customers at CDJR Naperville](https://ai.castlecdjrnaperville.com/pages/site/happy-customers.md)
- [Chrysler Dodge Jeep Ram Dealership | Castle CDJR Naperville](https://ai.castlecdjrnaperville.com/pages/site/home.md)
- [Buy or lease your next car online - Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/how-to-buy-a-car-online.md)
- [Lifted Trucks | Ram & Jeep Dealership in Chesterton, Indiana](https://ai.castlecdjrnaperville.com/pages/site/lifted-trucks-rocky-ridge.md)
- [Factory Original Replacement Auto Car Truck Parts | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/parts-department.md)
- [Chrysler Dodge Jeep Ram](https://ai.castlecdjrnaperville.com/pages/site/pit-stop-for-pets.md)
- [RAM Battery Service in Naperville IL | RAM Service Coupons](https://ai.castlecdjrnaperville.com/pages/site/ram-battery-service-naperville-il.md)
- [Ram Brake Service in Naperville IL | Ram Service Coupons](https://ai.castlecdjrnaperville.com/pages/site/ram-brake-service-naperville-il.md)
- [Ram Oil Change in Naperville IL | Ram Service Coupons](https://ai.castlecdjrnaperville.com/pages/site/ram-oil-change-naperville-il.md)
- [RAM Service & Repair near Aurora | Castle CDJR Naperville, IL](https://ai.castlecdjrnaperville.com/pages/site/ram-service-center-naperville-il.md)
- [Ram Tire Service in Naperville IL | Ram Service Coupons](https://ai.castlecdjrnaperville.com/pages/site/ram-tire-service-naperville-il.md)
- [Recall Department in Naperville, IL | Naperville CDJRFacebookDealerraterYoutube](https://ai.castlecdjrnaperville.com/pages/site/recall-department.md)
- [Chrysler Pacifica Research in Naperville, IL | Chrysler Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-chrysler-pacifica.md)
- [Dodge Charger Research in Naperville, IL | Dodge Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-dodge-charger.md)
- [Dodge Durango Research in Naperville, IL | Dodge Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-dodge-durango.md)
- [Jeep Cherokee Research in Naperville, IL | Jeep Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-jeep-cherokee.md)
- [Jeep Compass Research in Naperville, IL | Jeep Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-jeep-compass.md)
- [Jeep Gladiator Research in Naperville, IL | Jeep Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-jeep-gladiator.md)
- [Jeep Grand Cherokee Research in Naperville, IL | Jeep Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-jeep-grand-cherokee.md)
- [Research Models](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-jeep-grand-wagoneer-l.md)
- [Jeep Grand Wagoneer Research in Naperville, IL | Jeep Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-jeep-grand-wagoneer.md)
- [Jeep Wrangler Research in Naperville, IL | Jeep Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-jeep-wrangler.md)
- [Ram 1500 Research in Naperville, IL | Ram Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-ram-1500.md)
- [Ram 2500 Research in Naperville, IL | Ram Dealer | Castle Chrysler Dodge Jeep Ram Naperville Ram 2500 Research in Naperville, IL | Ram Dealer | Castle Chrysler Dodge Jeep Ram Naperville Ram 2500 Research in Naperville, IL | Ram Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-ram-2500.md)
- [Ram 3500 Research in Naperville, IL | Ram Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-ram-3500.md)
- [Ram ProMaster Cargo Van Research in Naperville, IL | Ram Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2026-ram-promaster-cargo-van.md)
- [Chrysler Pacifica Research in Naperville, IL | Chrysler Dealer | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/research-models-2027-chrysler-pacifica.md)
- [Chrysler Dodge Jeep Ram](https://ai.castlecdjrnaperville.com/pages/site/service-appointment.md)
- [Chrysler Dodge Jeep RAM Service Naperville IL | Auto Repair Aurora](https://ai.castlecdjrnaperville.com/pages/site/service-department.md)
- [Service | Castle Chrysler Dodge Jeep Ram Naperville | Naperville | IL](https://ai.castlecdjrnaperville.com/pages/site/service.md)
- [Chrysler Dodge Jeep Ram Service Specials & Coupons](https://ai.castlecdjrnaperville.com/pages/site/specials-service-specials.md)
- [Meet the Staff at Castle Chrysler Dodge Jeep RAM Naperville Dealer | Serving Aurora & Sales Experts](https://ai.castlecdjrnaperville.com/pages/site/staff.md)
- [Chrysler Dodge Jeep Ram](https://ai.castlecdjrnaperville.com/pages/site/talk-to-the-gm.md)
- [Certified Tire Center in Naperville, IL | Naperville CDJRFacebookDealerraterYoutube](https://ai.castlecdjrnaperville.com/pages/site/tire-center.md)
- [Jeepers Creepers Trunk or Treat | Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/trunk-or-treat.md)
- [UConnect Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/uconnect.md)
- [Jeep Dealer Chicago | Naperville CJDRFacebookDealerraterYoutube](https://ai.castlecdjrnaperville.com/pages/site/your-chrysler-jeep-dodge-ram-dealer-serving-chicago-il.md)
- [Chrysler Jeep Dodge Ram dealership near Joliet, IL | Naperville CJDRFacebookDealerraterYoutube](https://ai.castlecdjrnaperville.com/pages/site/your-chrysler-jeep-dodge-ram-dealer-serving-joliet-il.md)
- [Orland Park, IL area Chrysler Jeep Dodge Ram dealership in Naperville, IL | Castle Chrysler Jeep Dodge Ram NapervilleFacebookDealerraterYoutube](https://ai.castlecdjrnaperville.com/pages/site/your-chrysler-jeep-dodge-ram-dealer-serving-orland-park-il.md)
- [Chrysler Jeep Dodge Ram dealer near Oswego, IL | Naperville CJDRFacebookDealerraterYoutube](https://ai.castlecdjrnaperville.com/pages/site/your-chrysler-jeep-dodge-ram-dealer-serving-oswego-il.md)
- [Your Chrysler Jeep Dodge Ram Dealer Serving Plainfield IL | Castle Chrysler Jeep Dodge Ram NapervilleFacebookDealerraterYoutube](https://ai.castlecdjrnaperville.com/pages/site/your-chrysler-jeep-dodge-ram-dealer-serving-plainfield-il.md)
- [Your Financing, Your Way! - Castle Chrysler Dodge Jeep Ram Naperville](https://ai.castlecdjrnaperville.com/pages/site/your-financing-your-way.md)

## Sample vehicle pages

- 2026 RAM 1500 RHO: https://ai.castlecdjrnaperville.com/v/1C6SRFUP4TN407987.md
- 2026 Jeep Wrangler Sahara: https://ai.castlecdjrnaperville.com/v/1C4PJXEG1TW288753.md
- 2021 Hyundai Tucson SEL: https://ai.castlecdjrnaperville.com/v/KM8J33AL0MU316496.md
- 2021 Jeep Wrangler Unlimited Sahara: https://ai.castlecdjrnaperville.com/v/1C4HJXEG6MW507888.md
- 2027 RAM 1500 TRX: https://ai.castlecdjrnaperville.com/v/1C6SRFU92VN550795.md
- 2027 Jeep Grand Wagoneer Limited: https://ai.castlecdjrnaperville.com/v/1C4SJVBP5VS550304.md
- 2026 Jeep Grand Wagoneer Summit Reserve: https://ai.castlecdjrnaperville.com/v/1C4SJVEP6TS201998.md
- 2022 RAM 1500 Big Horn/Lone Star: https://ai.castlecdjrnaperville.com/v/1C6SRFFT5NN411236.md
- 2027 Jeep Grand Cherokee L Limited Reserve: https://ai.castlecdjrnaperville.com/v/1C4RJKBR1V8152678.md
- 2026 Dodge Durango GT Plus HEMI V8: https://ai.castlecdjrnaperville.com/v/1C4SDJCT1TC254361.md