# Grand Café le Florida: Agent-Direct Score C (68.8%)

Site: https://leflorida.fr
Report: https://directindex.org/r/leflorida.fr
Scanned: 2026-10-21 (Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Grand Café le Florida is partly visible to agents.
An AI assistant can open Grand Café le Florida's website. It can read what Grand Café le Florida offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://leflorida.fr/reservations/ (on the business's own site)
- Menu: https://leflorida.fr/nos-cartes/
- Phone: 05 61 23 94 61
- Address: 12 place du Capitole, 31000, Toulouse

## Nearby, also direct
Places near Grand Café le Florida that take a booking or an order on their own website, with no marketplace in between.
- Ducs de Gascogne (40 m): https://directindex.org/r/ducsdegascogne.com
- Le Bibent (60 m): https://directindex.org/r/bibent.fr
- Grand Café de l'Opéra (90 m): https://directindex.org/r/brasserieopera.com

## What to fix first
- **No structured data for the business.** (+14 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
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## What the site tells visitors (Measured, not scored)
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Toulouse, 15% of comparable sites declare one.

## 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": "Grand Café le Florida",
  "url": "https://leflorida.fr",
  "telephone": "05 61 23 94 61",
  "address": "12 place du Capitole, 31000, Toulouse",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 43.60435408054948,
    "longitude": 1.4432025431742885
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://leflorida.fr/reservations/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

llms.txt. Save as /llms.txt at the root of the site.

```
# Grand Café le Florida

> local business in 12 place du Capitole, 31000, Toulouse, Toulouse. Phone 05 61 23 94 61.

## Book or order directly

- Book: https://leflorida.fr/reservations/ (on the business's own site)
- Menu: https://leflorida.fr/nos-cartes/

## About

- Website: https://leflorida.fr
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Booking on your own site.** Agents can book without going through a marketplace.

## Where it stands
256 of 749 in Toulouse. Top 34% 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 | 98% | yes |
| Publish the menu or price list as HTML | 91% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 95% | yes |
| Structured data with address, phone and hours | 60% | no |
| Have an llms.txt | 34% | no |

Nearest places in the index: Ducs de Gascogne (B, 37 m, https://directindex.org/r/ducsdegascogne.com); Les Illustres (D, 45 m, https://directindex.org/r/les-illustres.fr); Les Arcades (F, 47 m, https://directindex.org/r/brasserie-arcades.com); Nakaba (F, 48 m, https://directindex.org/r/octave.eu); Madame Raclette (F, 49 m, https://directindex.org/r/madame-raclette.fr); Le Bibent (B, 64 m, https://directindex.org/r/bibent.fr); L'Atrium Restaurant (C, 87 m, https://directindex.org/r/restaurantatrium.fr); Baguet'up (D, 90 m, https://directindex.org/r/baguetup.com); Grand Café de l'Opéra (D, 94 m, https://directindex.org/r/brasserieopera.com); Yogurt Factory (D, 96 m, https://directindex.org/r/yogurtfactory.fr).

## 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.

Recommended when people ask: "Dinner with two kids tonight, somewhere relaxed. Book a table for four." (ChatGPT, Gemini); "Lunch on a terrace in the sun tomorrow. Where can I reserve?" (Gemini)


Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 68.8%.

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

## Named by ChatGPT and Gemini for "Dinner with two kids tonight, somewhere relaxed. Book a table for four" and "Lunch on a terrace in the sun tomorrow. Where can I reserve?" in Toulouse, October 2026
- "Dinner with two kids tonight, somewhere relaxed. Book a table for four." (2026-10-18): ChatGPT with a link to this site; Gemini with a link to this site. https://directindex.org/city/toulouse/recommended/kids-family
- "Lunch on a terrace in the sun tomorrow. Where can I reserve?" (2026-10-18): Gemini with a link to this site. https://directindex.org/city/toulouse/recommended/terrace
Named by 2 of 3 assistants asked. Badge: https://directindex.org/badge/named/leflorida.fr.svg

## Businesses like Grand Café le Florida in Toulouse

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Toulouse | 749 | 57% | 33% | 68.8% |
| Sites built with WordPress in Toulouse | 290 | 63% | 39% | 68.8% |

The best of the sites built with WordPress in Toulouse: Nachos (A 100%, https://directindex.org/r/nachos.fr); Une Table à Deux (A 100%, https://directindex.org/r/unetableadeux.fr); Les Jardins de l'Olympe (A 96.3%, https://directindex.org/r/lesjardinsdelolympe.com); Sporting Eat (A 95%, https://directindex.org/r/sporting-eat.fr); Restaurant L'Hémicycle (A 90%, https://directindex.org/r/restaurant-lhemicycle-toulouse.com).

With the fix above (No structured data for the business), the score would be about 86.3%. That would be 53rd of 749 in Toulouse, up from 256th.

## The direct record
What agents get for Grand Café le Florida, as JSON: https://directindex.org/api/direct/leflorida.fr
- Book: https://leflorida.fr/reservations/ (own site; could not verify: partial (2026-10-22))
- Order: none on record
- Menu: https://leflorida.fr/nos-cartes/ (html_page; from the scan)
- Hours: none on record
- Phone: 05 61 23 94 61
- Stable links that count: https://directindex.org/go/leflorida.fr/book, https://directindex.org/go/leflorida.fr/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

Found one hop past the home page: contact page /contact/: phone.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 8 | 25 |
| Actionable | 22 | 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/leflorida.fr
- 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: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- 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: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- 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: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: no

Keep watching this business (https://directindex.org/r/leflorida.fr/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/leflorida.fr/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=leflorida.fr&force=1
