The Direct Index
Report · san francisco cafes bars · scanned 2026-10-14

Le Marché Cezanne

lemarchecezanne.com is ready for agents.

A
87.5%

70 of 80 points available

1/5

agent-readiness level, Basic Web Presence

1

thing to fix

Action test, 2026-10-14: completed, an agent can reach the step before confirming. Items with prices and add-to-cart controls are on the page, so an agent can build an order.

Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.

Findings

What to fix first

  1. Structured data is incomplete

    Missing: address, telephone, opening hours. How to fix it

No one is listed yet to fix this in San Francisco cafes and bars. List your agency or yourself: free, reviewed by hand.

Already right

Builder: shopify · Front: cloudflare

Where it stands

15 of 514 in San Francisco cafes and bars

Top 3% of the sites scanned in this index. Just above: Arcana A, Excelsior Coffee A. Just below: Nirvana Soul A, Sightglass Coffee A.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain96%yes
Publish the menu or price list as HTML79%yes
Let AI crawlers in (no edge block, no robots.txt block)100%yes
Structured data with address, phone and hours23%no
Have an llms.txt13%yes

The top tenth is the 52 best-scoring reachable sites of the index at the last refresh.

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Farley's coffee_shop104 mCyes
Sohn coffee_shop996 mCno
CoffeeShop coffee_shop1.3 kmCyes
Dynamo Donut & Coffee coffee_shop, donut1.4 kmFno
Telescope Coffee coffee_shop, pastry1.5 kmFno
Tazza D’ Amore coffee_shop, pizza1.6 kmFno
Stable Cafe coffee_shop1.6 kmByes
Coffee Wafflee coffee_shop1.7 kmCno
Hedge Coffee coffee_shop1.7 kmDno
Robin's Cafe coffee_shop, juice1.7 kmFno
Agent readiness

Level 1 of 5, Basic Web Presence

The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtyes
Content Signals in robots.txtno how
Markdown on Accept: text/markdownyes
llms.txtyes
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryyes
OAuth protected resource metadatayes
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageyes
JSON-LD for the businessyes
Assistants

What assistants answer

Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.

Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Badge

Show the score

Owners who score well embed the badge; it links back here and updates with every scan.

Agent-Direct Score A

<a href="https://directindex.org/r/lemarchecezanne.com"><img src="https://directindex.org/badge/lemarchecezanne.com.svg" alt="Agent-Direct Score A" width="236" height="40"></a>
Owners

Own this business?

Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.

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