# La Lune Sucree: Agent-Direct Score F (27.7%)

Site: https://lalunesucree.com/
Report: https://directindex.org/r/lalunesucree.com
Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
La Lune Sucree is largely invisible to agents.
AI assistants cannot open the website of La Lune Sucree, so they rely on what other sites say about it.

## Direct links
- Order directly: https://squareup.com/gift/PA34P68V32VKK/order (through square acting for the business)
- Menu: https://lalunesucree.com/menu
- Phone: +1-408-292-2070

## What to fix first
- **The site turns every visitor without a browser away, AI agents included.** (+25 points) A plain fetch was refused (TimeoutError: The operation was aborted due to timeout); only a real browser got the page. Every AI crawler and agent is turned away the same way, so Reachable scores 0 and the rest is measured on the rendered page. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). It is the one block every assistant reads first; the fix kit below has it filled in. 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": "La Lune Sucree",
  "url": "https://lalunesucree.com/",
  "telephone": "+1-408-292-2070",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Paseo de San Antonio 116",
    "postalCode": "95112",
    "addressLocality": "San Jose"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.3336296,
    "longitude": -121.8850898
  },
  "openingHours": "Mo-Su 07:30-15:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "07:30",
      "closes": "15:00"
    }
  ],
  "servesCuisine": [
    "french"
  ],
  "hasMenu": "https://lalunesucree.com/menu",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://squareup.com/gift/PA34P68V32VKK/order",
        "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.
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering through square on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
110 of 133 in San Jose cafes and bars. Top 83% 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 | 100% | yes |
| Publish the menu or price list as HTML | 93% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | no |
| Structured data with address, phone and hours | 36% | no |
| Have an llms.txt | 29% | no |

Nearest places in the index: Philz Coffee (B, 9 m, https://directindex.org/r/philzcoffee.com); Gong Cha (F, 35 m, https://directindex.org/r/peblla.app); Cinnaholic San Jose (F, 97 m, https://directindex.org/r/cinnaholic.com); Whispers (B, 150 m, https://directindex.org/r/whisperscafe.com); Recovery Café San José (F, 374 m, https://directindex.org/r/recoverycafesj.org); Paper Plane (D, 417 m, https://directindex.org/r/paperplanesj.com); Liquid (C, 419 m, https://directindex.org/r/liquidloungesj.com); Original Gravity Public House (F, 426 m, https://directindex.org/r/originalgravitypub.com); Guildhouse (C, 439 m, https://directindex.org/r/guildhouse.gg); Café Too (F, 449 m, https://directindex.org/r/sjmusart.org).

## 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 GoDaddy Website Builder 46% (19% A or B, 764 sites); Sites using Square 66% (44% A or B, 928 sites); This site 27.7%.

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

## Businesses like La Lune Sucree in San Jose cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in San Jose cafes and bars | 133 | 48% | 18% | 27.7% |
| Sites built with GoDaddy Website Builder in San Jose cafes and bars | 2 | 33% | 0% | 27.7% |
| Sites using Square in San Jose cafes and bars | 13 | 63% | 46% | 27.7% |
| Sites built with GoDaddy Website Builder and using Square in San Jose cafes and bars | 1 | 28% | 0% | 27.7% |

The best of the sites using Square in San Jose cafes and bars: Nomikai (A 87.7%, https://directindex.org/r/nomikaisj.com); Nabi Cat Cafe (B 84.6%, https://directindex.org/r/nabicatcafe.com); Boba Guys (B 80%, https://directindex.org/r/bobaguys.com); tōno coffee project (B 75.4%, https://directindex.org/r/tono.coffee); Hapa’s Brewing Company (B 73.8%, https://directindex.org/r/hapasbrewing.com).

With the two fixes above (The site turns every visitor without a browser away, AI agents included; No structured data for the business) the score would be about 87.7%: 7th of 133 in San Jose cafes and bars, up from 110th.

## The direct record
What agents get for La Lune Sucree, as JSON: https://directindex.org/api/direct/lalunesucree.com
- Book: none on record
- Order: https://squareup.com/gift/PA34P68V32VKK/order (vendor on own site: Square; found by the scan of 2026-10-16, not yet tested)
- Menu: https://lalunesucree.com/menu (html_page; from the scan)
- Hours: Mo-Su 07:30-15:00 (closed now) (from OpenStreetMap)
- Phone: +1-408-292-2070
- Stable links that count: https://directindex.org/go/lalunesucree.com/order, https://directindex.org/go/lalunesucree.com/menu

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): no
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Square): yes
- Vendor terms for agents, Square: Yes. Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Read 2026-10-15: https://squareup.com/us/en/press/claude-chatgpt-integrations

Only a real browser got this page (a plain fetch got TimeoutError: The operation was aborted due to timeout); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 8 | 25 |
| Actionable | 10 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: no

Keep watching this business (https://directindex.org/r/lalunesucree.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/lalunesucree.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=lalunesucree.com&force=1