# La Belle Creole: Agent-Direct Score F (33.8%)

Site: http://www.labellecreolecuisine.com
Report: https://directindex.org/r/labellecreolecuisine.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
La Belle Creole is largely invisible to agents.
AI assistants can't open La Belle Creole's website, so they go by what other sites say about it.

## Direct links
- Order directly: https://labellecreolecuisine.com/menu/ (on the business's own site)
- Menu: https://labellecreolecuisine.com/menu/
- Phone: (617) 696-0129
- Address: 473 River St, 02126, Boston
- Prices: 4 prices on the site, the middle one $24.00
- WhatsApp: a link on the site

## Nearby, also direct
Places near La Belle Creole that take a booking or an order on their own website, with no marketplace in between.
- Viko's Pizza & Grill (830 m): https://directindex.org/r/vikospizzagrill.com
- Dumpling Kitchen (Mattapan) (1.6 km): https://directindex.org/r/dumplingkitchen.net
- Bitez (1.6 km): https://directindex.org/r/biteztoeat.com
- Pelloma Nigerian Cuisine (1.6 km): https://directindex.org/r/pellomacuisine.com

## What to fix first
- **The site turns away every visitor that isn't a browser, AI agents included.** (+25 points) A plain fetch was refused (challenge:checking your browser). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. 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.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant

## What the site tells visitors (Measured, not scored)
- **4 prices on the landing page, the middle one $24.00.** In Boston, the middle price of comparable sites that show prices is $14.95.

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "La Belle Creole",
  "url": "http://www.labellecreolecuisine.com",
  "telephone": "(617) 696-0129",
  "address": "473 River St, 02126, Boston",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.26835024160243,
    "longitude": -71.0929163583048
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://labellecreolecuisine.com/menu/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed.
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
1105 of 1475 in Boston. Top 75% of the sites scanned in this index.

| What the top 10% 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 | 99% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | no |
| Structured data with address, phone and hours | 57% | no |
| Have an llms.txt | 32% | no |

Nearest places in the index: Mattapan House of Pizza (D, 83 m, https://directindex.org/r/mattapanpizza.com); Toutwèl Restaurant (F, 642 m, https://directindex.org/r/ordertoutwelrestaurant.com); Viko's Pizza & Grill (A, 829 m, https://directindex.org/r/vikospizzagrill.com); Lelene's Restaurant (F, 1225 m, https://directindex.org/r/blackpagesonline.com); Lani's Pizza (F, 1286 m, https://directindex.org/r/lanispizza.com); Burger King (D, 1395 m, https://directindex.org/r/bk.com); Blue Mountain Jamaican Restaurant (B, 1564 m, https://directindex.org/r/bluemountainjamaicanrestaurant.com); Dumpling Kitchen (Mattapan) (C, 1591 m, https://directindex.org/r/dumplingkitchen.net); Bitez (A, 1595 m, https://directindex.org/r/biteztoeat.com); Pelloma Nigerian Cuisine (B, 1596 m, https://directindex.org/r/pellomacuisine.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

The assistants were asked 12 everyday questions about Boston and named 59 places. La Belle Creole wasn't one of them. See who was named: https://directindex.org/city/boston/recommended


Compared with its peers: Sites built with WordPress 55% (25% A or B, 236086 sites); This site 33.8%.

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

## Businesses like La Belle Creole in Boston

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Boston | 1475 | 54% | 37% | 33.8% |
| Sites built with WordPress in Boston | 304 | 65% | 44% | 33.8% |

The best of the sites built with WordPress in Boston: Fogo de Chão (A 100%, https://directindex.org/r/fogodechao.com); Foodgod Truffle Fries (A 100%, https://directindex.org/r/seasideonthepier.com); Mare Oyster Bar (A 100%, https://directindex.org/r/mareoysterbar.com); Trattoria Il Panino (A 100%, https://directindex.org/r/trattoriailpanino.com); Eddie Merlot's (A 96.3%, https://directindex.org/r/eddiemerlots.com).

With the two fixes above (The site turns away every visitor that isn't a browser, AI agents included; No structured data for the business), the score would be about 95.4%. That would be 42nd of 1,475 in Boston, up from 1105th.

## The direct record
What agents get for La Belle Creole, as JSON: https://directindex.org/api/direct/labellecreolecuisine.com
- Book: none on record
- Order: https://labellecreolecuisine.com/menu/ (own site; found by the scan of 2026-10-23, not yet tested)
- Menu: https://labellecreolecuisine.com/menu/ (html_page; from the scan)
- Hours: none on record
- Phone: (617) 696-0129
- Stable links that count: https://directindex.org/go/labellecreolecuisine.com/order, https://directindex.org/go/labellecreolecuisine.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, Toast, or a vendor whose terms allow agents): no

Only a real browser got this page (a plain fetch got challenge:checking your browser); Readable and Actionable were measured on the rendered page.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 7 | 25 |
| Actionable | 15 | 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/labellecreolecuisine.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/labellecreolecuisine.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. 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=labellecreolecuisine.com&force=1