# Mamacita: Agent-Direct Score B (72.3%)

Site: http://mamacita.lu/
Report: https://directindex.org/r/mamacita.lu
Scanned: 2026-10-17 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Mamacita is mostly ready for agents.
An AI assistant can open Mamacita's website. What Mamacita offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly on the site.

## Direct links
- Book directly: http://mamacita.lu/reservation (on the business's own site)
- Menu: http://mamacita.lu/s/MAMACITA_MENU_EN_SEPTEMBER26.pdf
- Phone: +352 26 26 23 96

## What to fix first

- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it.
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai
- **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript
- **Ordering through an unrecognised third party.** (no points, but worth doing) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **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

## 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": "Restaurant",
  "name": "Mamacita",
  "url": "http://mamacita.lu/",
  "telephone": "+352 26 26 23 96",
  "email": "hola@mamacita.lu",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Rue des Bains 9",
    "postalCode": "1212",
    "addressLocality": "Luxembourg"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 49.6133112,
    "longitude": 6.1288162
  },
  "openingHours": "Mo-Sa 11:30-23:00; PH off",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "11:30",
      "closes": "23:00"
    }
  ],
  "servesCuisine": [
    "mexican"
  ],
  "acceptsReservations": "http://mamacita.lu/reservation",
  "hasMenu": "http://mamacita.lu/s/MAMACITA_MENU_EN_SEPTEMBER26.pdf",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "http://mamacita.lu/reservation",
        "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.

```
# Mamacita

> restaurant (mexican) in Rue des Bains 9 1212 Luxembourg, Luxembourg. Phone +352 26 26 23 96.

## Book or order directly

- Book: http://mamacita.lu/reservation (on the business's own site)
- Menu: http://mamacita.lu/s/MAMACITA_MENU_EN_SEPTEMBER26.pdf

## Opening hours

Mo-Sa 11:30-23:00; PH off

## About

- Website: http://mamacita.lu/
- 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.
- **Structured data found (LocalBusiness).** no address, phone or hours in it
- **Booking on your own site.** Agents can book without going through a marketplace.

## Where it stands
68 of 170 in Luxembourg. Top 40% 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 | 100% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | yes |
| Structured data with address, phone and hours | 78% | no |
| Have an llms.txt | 44% | no |

Nearest places in the index: Jeff de Bruges (B, 41 m, https://directindex.org/r/jeff-de-bruges.com); Il Riccio (D, 45 m, https://directindex.org/r/ilriccio.lu); The Red Face (B, 55 m, https://directindex.org/r/redface-restaurant.lu); Thai House (B, 90 m, https://directindex.org/r/thaihouse.lu); Caffè Torino (D, 98 m, https://directindex.org/r/caffetorino.lu); Girotondo (A, 99 m, https://directindex.org/r/girotondo.lu); Exki (B, 130 m, https://directindex.org/r/exki.com); Häerz (A, 138 m, https://directindex.org/r/haerz.lu); Le Plëss (B, 197 m, https://directindex.org/r/hotel-leplacedarmes.com); McDonald's (D, 200 m, https://directindex.org/r/mcdonalds.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 Luxembourg and named 62 places. Mamacita wasn't one of them. See who was named: https://directindex.org/city/luxembourg/recommended


Compared with its peers: Sites built with Squarespace 65% (49% A or B, 11547 sites); This site 72.3%.

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

## Businesses like Mamacita in Luxembourg

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Luxembourg | 170 | 62% | 47% | 72.3% |
| Sites built with Squarespace in Luxembourg | 4 | 68% | 50% | 72.3% |

The best of the sites built with Squarespace in Luxembourg: Rawdish (B 83.1%, https://directindex.org/r/rawdish.lu); Kamakura (C 66.2%, https://directindex.org/r/kamakura.lu); Beet (D 50.8%, https://directindex.org/r/beet.lu).

With the three fixes above (Structured data is incomplete; No working HTTPS; Menu or price list is a PDF), the score would be about 92.3%. That would be 8th of 170 in Luxembourg, up from 68th.

## The direct record
What agents get for Mamacita, as JSON: https://directindex.org/api/direct/mamacita.lu
- Book: http://mamacita.lu/reservation (own site; found by the scan of 2026-10-17, not yet tested)
- Order: none on record
- Menu: http://mamacita.lu/s/MAMACITA_MENU_EN_SEPTEMBER26.pdf (pdf; from the scan)
- Hours: Mo-Sa 11:30-23:00; PH off (closed now) (from OpenStreetMap)
- Phone: +352 26 26 23 96
- Stable links that count: https://directindex.org/go/mamacita.lu/book, https://directindex.org/go/mamacita.lu/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 /mamacita-luxembourg: booking via zenchef.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 20 | 25 |
| Readable | 12 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/mamacita.lu
- 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: yes

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