San Francisco Bay Area · Mazda · DealerOn

Marin Mazda

San Rafael, CA. Scanned September 26, 2026. Ranked 4 of 9 Mazda stores in San Francisco Bay Area.

34 / 100

Agent readiness score

6 / 13

checks passed

DealerOn

Website platform

marinmazda.net

What is missing

MCP endpoint

An MCP server lets AI agents query the store directly. This is the biggest single gap on nearly every dealer site.

+20

Machine-readable inventory

A JSON inventory feed at a known path. Without it, AI has to guess what is on the lot.

+15

llms.txt

A plain-text file at /llms.txt that tells language models what the site is and where the important pages are.

+10

AI discovery file

A machine-readable file describing the business for AI agents.

+10

Name and phone on page

The dealer's name and phone number appear in the homepage HTML, so AI can match the site to the business listing.

Organization or LocalBusiness schema

Entity-level schema that connects the store to its parent and its location.

FAQ schema

Marked-up questions and answers that AI can quote directly.

What is in place

✓

AutoDealer schema

JSON-LD that identifies the site as a car dealership, with address, hours, and brands.

✓

Any structured data

At least one JSON-LD block on the homepage.

✓

GPTBot allowed

robots.txt does not block OpenAI's crawler.

✓

ClaudeBot allowed

robots.txt does not block Anthropic's crawler.

✓

Google-Extended allowed

robots.txt does not block Google's AI training crawler.

✓

XML sitemap

A sitemap declared in robots.txt or served at /sitemap.xml.

Schema types found: AutoBodyShop, AutoDealer, AutoRepair, Brand, GeoCoordinates, OpeningHoursSpecification, PostalAddress, SearchAction, WebSite

Run this store's own report

PromptGraph deploys the missing pieces, then tracks whether ChatGPT, Gemini, and Grok actually recommend the store. Same checks, same scale, monthly.

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Mazda stores in San Francisco Bay Area

#	Dealer	Platform	Score
1	Fremont Mazda Newark, CA	Dealer.com	44
2	Mazda San Francisco San Francisco, CA	Dealer.com	44
3	Putnam Mazda Burlingame, CA	Dealer.com	44
4	Marin Mazda San Rafael, CA	DealerOn	34
5	Capitol Mazda San Jose, CA	Dealer Inspire	Blocked
6	Concord Mazda Concord, CA	Dealer Inspire	Blocked
7	Stevens Creek Mazda San Jose, CA	Dealer Inspire	Blocked
8	Team Mazda Vallejo, CA	Dealer Inspire	Blocked
9	Victory Mazda San Leandro San Leandro, CA	Dealer Inspire	Blocked