Data / RAG
Ask a question
Retrieval

RAG: the pages it generated

Retrieval-augmented generation over this dealer's data. Every vehicle and store page is expanded into plain-text Markdown you can browse below, pull as one bulk corpus, or query live with the rag_search tool.

How the RAG corpus works

Each vehicle and store page is written out as clean Markdown and concatenated into a single bulk corpus, llms-full.txt (657 KB). An agent can ingest the whole corpus, or call rag_search(query) over the MCP endpoint to retrieve just the matching chunks with source links. Everything below is a real generated page you can open.

642vehicle pages (.md)
1store pages (.md)
657 KBbulk corpus
Store pages in the corpus
Source pageMarkdown mirror
https://www.boballenmotormall.com/specials/pages/specials/specials.md
Vehicle pages in the corpus

All 642 vehicles are in the corpus as one Markdown record per VIN, addressed by the pattern https://boballenmotormall.ai/v/{VIN}.md (and https://boballenmotormall.ai/v/{VIN}.json). A few samples:

Source pageMarkdown mirrorJSON
https://www.boballenmotormall.com/vehicle/new-2026-ram-2500/3C6UR5CJ0TG306275/v/3C6UR5CJ0TG306275.mdjson
https://www.boballenmotormall.com/vehicle/new-2026-ram-1500/1C6SRFCP8TN406651/v/1C6SRFCP8TN406651.mdjson
https://www.boballenmotormall.com/vehicle/used-2022-jeep-grand-cherokee-l/1C4RJKBG4N8619560/v/1C4RJKBG4N8619560.mdjson
https://www.boballenmotormall.com/vehicle/used-2026-mazda-cx-90/JM3KKDHC7T1363748/v/JM3KKDHC7T1363748.mdjson
https://www.boballenmotormall.com/vehicle/new-2026-ram-1500/1C6SRFJP8TN410086/v/1C6SRFJP8TN410086.mdjson
https://www.boballenmotormall.com/vehicle/new-2026-ram-2500/3C6UR5NL5TG321398/v/3C6UR5NL5TG321398.mdjson
https://www.boballenmotormall.com/vehicle/new-2026-ram-2500/3C6UR5FL7TG321420/v/3C6UR5FL7TG321420.mdjson
https://www.boballenmotormall.com/vehicle/new-2026-dodge-durango/1C4RDJDG8TC296414/v/1C4RDJDG8TC296414.mdjson
How to query this dataset
Bulk corpus
https://boballenmotormall.ai/llms-full.txt (657 KB, ingestable)
Live tool
rag_search(query, limit?) over the MCP endpoint
Per vehicle
https://boballenmotormall.ai/v/{VIN}.md
curl
curl -s -X POST https://boballenmotormall.ai/api/ucp/mcp \
  -H 'content-type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"rag_search","arguments":{}}}'