Detroit · Mercedes-Benz · Unknown platform
Mercedes-Benz of Novi
Novi, MI. Scanned September 26, 2026. Ranked 4 of 5 Mercedes-Benz stores in Detroit.
0 / 100Agent readiness score
What is missing
✕
MCP endpointAn MCP server lets AI agents query the store directly. This is the biggest single gap on nearly every dealer site.
+20
✕
Machine-readable inventoryA JSON inventory feed at a known path. Without it, AI has to guess what is on the lot.
+15
✕
llms.txtA plain-text file at /llms.txt that tells language models what the site is and where the important pages are.
+10
✕
AI discovery fileA machine-readable file describing the business for AI agents.
+10
✕
AutoDealer schemaJSON-LD that identifies the site as a car dealership, with address, hours, and brands.
+10
✕
XML sitemapA sitemap declared in robots.txt or served at /sitemap.xml.
+5
✕
Name and phone on pageThe dealer's name and phone number appear in the homepage HTML, so AI can match the site to the business listing.
+5
✕
Any structured dataAt least one JSON-LD block on the homepage.
+4
✕
Organization or LocalBusiness schemaEntity-level schema that connects the store to its parent and its location.
+3
✕
FAQ schemaMarked-up questions and answers that AI can quote directly.
+3
What is in place
✓
GPTBot allowedrobots.txt does not block OpenAI's crawler.
5
✓
ClaudeBot allowedrobots.txt does not block Anthropic's crawler.
5
✓
Google-Extended allowedrobots.txt does not block Google's AI training crawler.
5
Mercedes-Benz stores in Detroit