# Le Marché Cezanne: Agent-Direct Score A (87.5%)

Site: https://www.lemarchecezanne.com/
Report: https://directindex.org/r/lemarchecezanne.com
Scanned: 2026-10-14 (Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Le Marché Cezanne is ready for agents.

## Direct links
- Order directly: https://www.lemarchecezanne.com/collections/lunch (on the business's own site)
- Menu: https://www.lemarchecezanne.com/pages/coffee-breakfast-menu
- Phone: +1-415-361-1496

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Le Marché Cezanne",
  "url": "https://www.lemarchecezanne.com/",
  "telephone": "+1-415-361-1496",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "18th Street 1426",
    "postalCode": "94107",
    "addressLocality": "San Francisco"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.7626475,
    "longitude": -122.397181
  },
  "openingHours": "Mo-Su 08:00-20:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "08:00",
      "closes": "20:00"
    }
  ],
  "servesCuisine": [
    "coffee shop",
    "salad"
  ],
  "hasMenu": "https://www.lemarchecezanne.com/pages/coffee-breakfast-menu",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.lemarchecezanne.com/collections/lunch",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Organization).** but without address, phone or hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
16 of 516 in San Francisco cafes and bars. Top 3% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 98% | yes |
| Publish the menu or price list as HTML | 81% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 23% | no |
| Have an llms.txt | 13% | yes |

Nearest places with a similar menu: Farley's (C, 104 m, https://directindex.org/r/farleyscoffee.com); Sohn (C, 996 m, https://directindex.org/r/sohnsf.com); CoffeeShop (C, 1262 m, https://directindex.org/r/coffeeshopsf.com); Dynamo Donut & Coffee (F, 1414 m, https://directindex.org/r/dynamodonut.com); Telescope Coffee (F, 1486 m, https://directindex.org/r/telescopecoffee.com); Tazza D’ Amore (F, 1576 m, https://directindex.org/r/tazzadamorecafe.com); Stable Cafe (B, 1593 m, https://directindex.org/r/stablecafe.com); Coffee Wafflee (C, 1658 m, https://directindex.org/r/coffeewafflee.com); Hedge Coffee (D, 1678 m, https://directindex.org/r/hedge.coffee); Robin's Cafe (F, 1690 m, https://directindex.org/r/robinscafesf.com).

## What assistants answer
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.

Against its peers: Sites built with Shopify 61% (36% A or B, 1336 sites); This site 87.5%.

See what an AI agent reads on this site: https://directindex.org/r/lemarchecezanne.com/agent-view

Read by AI agents 5 times this month.

## Businesses like Le Marché Cezanne in San Francisco cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco cafes and bars | 516 | 44% | 23% | 87.5% |
| Built with Shopify in San Francisco cafes and bars | 36 | 63% | 33% | 87.5% |

The best of Built with Shopify in San Francisco cafes and bars: Andytown Coffee Roasters (A 90%, https://directindex.org/r/andytownsf.com); Sightglass Coffee (A 87.5%, https://directindex.org/r/sightglasscoffee.com); Peet's Coffee (B 84.6%, https://directindex.org/r/peets.com); Fort Point Beer Company (B 81.5%, https://directindex.org/r/fortpointbeer.com); Maison Nico (B 77.5%, https://directindex.org/r/maisonnico.com).

With the fix above (Structured data is incomplete) the score would be about 96.3%: 2nd of 516 in San Francisco cafes and bars, up from 16th.

## The direct record
What agents get for Le Marché Cezanne, as JSON: https://directindex.org/api/direct/lemarchecezanne.com
- Book: none on record
- Order: https://www.lemarchecezanne.com/collections/lunch (own site; verified direct, 2026-10-14)
- Menu: https://www.lemarchecezanne.com/pages/coffee-breakfast-menu (html_page; from the scan)
- Hours: Mo-Su 08:00-20:00 (open now) (from OpenStreetMap)
- Phone: +1-415-361-1496
- Stable links that count: https://directindex.org/go/lemarchecezanne.com/order, https://directindex.org/go/lemarchecezanne.com/menu

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 15 | 25 |
| Actionable | 30 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/lemarchecezanne.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: yes
- llms.txt: yes
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: yes
- OAuth protected resource metadata: yes
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: yes
- JSON-LD for the business: yes

Deep report: https://directindex.org/r/lemarchecezanne.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=lemarchecezanne.com&force=1