# Cafés MUDA: Agent-Direct Score D (47.7%)

Site: https://www.cafesmuda.fr/
Report: https://directindex.org/r/cafesmuda.fr
Scanned: 2026-10-20 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Cafés MUDA is hard for agents to use.
AI assistants can't open Cafés MUDA's website, so they go by what other sites say about it.

## Direct links
- Order directly: https://cafesmuda.fr/collections/cafes-2 (on the business's own site)
- Menu: https://cafesmuda.fr/
- Phone: +33749030935
- Address: 102 Rue d'Arras, 59000, Lille
- Prices: 10 prices on the site, the middle one €13.90

## Nearby, also direct
Places near Cafés MUDA that take a booking or an order on their own website, with no marketplace in between.
- Café Bellot (310 m): https://directindex.org/r/cafebellot.fr
- Le Charlatan (310 m): https://directindex.org/r/lecharlatan.fr
- La Canopée (450 m): https://directindex.org/r/lacanopeelille.fr
- Pickles (530 m): https://directindex.org/r/restaurantpickles.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 (cloudflare_challenge). 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
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## 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.
- **10 prices on the landing page, the middle one €13.90.** 

## 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": "Organization",
  "name": "Cafés MUDA",
  "url": "https://www.cafesmuda.fr/",
  "telephone": "+33749030935",
  "address": "102 Rue d'Arras, 59000, Lille",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 50.62192057,
    "longitude": 3.06678587
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://cafesmuda.fr/collections/cafes-2",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **Structured data found (Organization).** no address, phone or hours in it
- **Menu or price list with prices on the page.** Agents can read the items and prices.
- **Ordering on your own site.** Agents can order without going through a marketplace.

## Where it stands
126 of 187 in Lille cafes and bars. Top 67% 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 | 89% | yes |
| Publish the menu or price list as HTML | 79% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | no |
| Structured data with address, phone and hours | 37% | no |
| Have an llms.txt | 53% | no |

Nearest places in the index: La Bulle Café (C, 143 m, https://directindex.org/r/lille.fr); Le lapin Blanc (C, 248 m, https://directindex.org/r/cbdservices.shop); Café Bellot (A, 307 m, https://directindex.org/r/cafebellot.fr); Le Charlatan (C, 308 m, https://directindex.org/r/lecharlatan.fr); Kraft - Café créatif (F, 409 m, https://directindex.org/r/kraftityourself.fr); Les BerThoM - Lille (C, 417 m, https://directindex.org/r/lesberthom.com); La Canopée (C, 453 m, https://directindex.org/r/lacanopeelille.fr); Le Joker (C, 514 m, https://directindex.org/r/jokerliberte.fr); Pickles (B, 530 m, https://directindex.org/r/restaurantpickles.com); Le Jeanne d'Arc (F, 532 m, https://directindex.org/r/institutionsaintejeannedarc.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: "The best specialty coffee in town, open right now." (ChatGPT)


Compared with its peers: Sites built with Shopify 47% (23% A or B, 13001 sites); This site 47.7%.

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

## Named by ChatGPT for "The best specialty coffee in town, open right now" in Lille cafes and bars, October 2026
- "The best specialty coffee in town, open right now." (2026-10-21): ChatGPT with a link to this site. https://directindex.org/city/lille-cafes-bars/recommended/specialty-coffee
Named by 1 of 2 assistants asked. Badge: https://directindex.org/badge/named/cafesmuda.fr.svg

## Businesses like Cafés MUDA in Lille cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Lille cafes and bars | 187 | 53% | 29% | 47.7% |
| Sites built with Shopify in Lille cafes and bars | 10 | 60% | 50% | 47.7% |

The best of the sites built with Shopify in Lille cafes and bars: Bloom Café (B 84.6%, https://directindex.org/r/bloomcoffeeshop.fr); Café Leffe (B 84.6%, https://directindex.org/r/linasparis.com); Kusmi Tea (B 84.6%, https://directindex.org/r/kusmitea.com); MAISON SATORI - Maison du matcha et du Japon à Lille (B 76.9%, https://directindex.org/r/maisonsatori.fr); Monsieur M (B 75.4%, https://directindex.org/r/lapatisseriedepapa.fr).

With the two fixes above (The site turns away every visitor that isn't a browser, AI agents included; Structured data is incomplete), the score would be about 95.4%, which would be first of 187 in Lille cafes and bars.

## The direct record
What agents get for Cafés MUDA, as JSON: https://directindex.org/api/direct/cafesmuda.fr
- Book: none on record
- Order: https://cafesmuda.fr/collections/cafes-2 (own site; found by the scan of 2026-10-20, not yet tested)
- Menu: https://cafesmuda.fr/ (html_inline; from the scan)
- Hours: none on record
- Phone: +33749030935
- Stable links that count: https://directindex.org/go/cafesmuda.fr/order, https://directindex.org/go/cafesmuda.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

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 0 | 25 |
| Readable | 16 | 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: yes

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