# Pablito: Agent-Direct Score B (76.9%)

Site: https://www.pablito.lu/
Report: https://directindex.org/r/pablito.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.)
Pablito is mostly ready for agents.
An AI assistant can open Pablito's website. What Pablito offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly, through resOS.

## Direct links
- Book directly: https://pablito.resos.com/booking (through resos acting for the business)
- Menu: http://www.mamo.lu/food_drinks_menus/pablito/pablito_menu.pdf
- Phone: +35226383699

## What to fix first

- **Ordering through an unrecognised third party.** (+5 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **Structured data is incomplete.** (+4 points) Missing: telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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
- **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": "Pablito",
  "url": "https://www.pablito.lu/",
  "telephone": "+35226383699",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Avenue du 10 septembre 9",
    "postalCode": "2551",
    "addressLocality": "Luxembourg"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 49.6093135,
    "longitude": 6.1187552
  },
  "openingHours": "Mo-Fr 12:00-14:00, 17:15-00:00; Sa 18:15-00:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "12:00",
      "closes": "14:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "17:15",
      "closes": "00:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "18:15",
      "closes": "00:00"
    }
  ],
  "servesCuisine": [
    "mexican"
  ],
  "acceptsReservations": "https://pablito.resos.com/booking",
  "hasMenu": "http://www.mamo.lu/food_drinks_menus/pablito/pablito_menu.pdf",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://pablito.resos.com/booking",
        "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.

```
# Pablito

> restaurant (mexican) in Avenue du 10 septembre 9 2551 Luxembourg, Luxembourg. Phone +35226383699.

## Book or order directly

- Book: https://pablito.resos.com/booking (through resos acting for the business)
- Menu: http://www.mamo.lu/food_drinks_menus/pablito/pablito_menu.pdf

## Opening hours

Mo-Fr 12:00-14:00, 17:15-00:00; Sa 18:15-00:00

## About

- Website: https://www.pablito.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 (Restaurant).** address
- **Booking through resos on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
46 of 170 in Luxembourg. Top 27% 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: Etna Gourmet (D, 42 m, https://directindex.org/r/etnagourmet.lu); Max + Moritz (B, 51 m, https://directindex.org/r/maxmoritz.lu); Ci Siamo (B, 77 m, https://directindex.org/r/cisiamo.lu); Le Fin Gourmand (A, 422 m, https://directindex.org/r/lefingourmand.lu); Le Lys (D, 436 m, https://directindex.org/r/lelys-restaurant.lu); Thailand (F, 562 m, https://directindex.org/r/thai-belair.lu); Takajo (B, 565 m, https://directindex.org/r/takajo.lu); Pavillon (B, 577 m, https://directindex.org/r/pavillon.city); Persian Food Box (C, 644 m, https://directindex.org/r/persianfoodbox.com); Atmos (A, 647 m, https://directindex.org/r/atmos.lu).

## 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. Pablito wasn't one of them. See who was named: https://directindex.org/city/luxembourg/recommended


Compared with its peers: Sites using resOS 67% (40% A or B, 73 sites); This site 76.9%.

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

## Businesses like Pablito in Luxembourg

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Luxembourg | 170 | 62% | 47% | 76.9% |
| Sites using resOS in Luxembourg | 2 | 77% | 100% | 76.9% |

The best of the businesses of the same kind in Luxembourg: Brasserie S (A 100%, https://directindex.org/r/brasserie-s.lu); Le Fin Gourmand (A 100%, https://directindex.org/r/lefingourmand.lu); Moien Masala (A 100%, https://directindex.org/r/moienmasala.com); Restaurant Brasserie La Lorraine (A 100%, https://directindex.org/r/lalorraine-restaurant.lu); Akami (A 95.4%, https://directindex.org/r/akami.lu).

With the three fixes above (Ordering through an unrecognised third party; Structured data is incomplete; Menu or price list is a PDF), the score would be about 95.4%. That would be 5th of 170 in Luxembourg, up from 46th.

## The direct record
What agents get for Pablito, as JSON: https://directindex.org/api/direct/pablito.lu
- Book: https://pablito.resos.com/booking (vendor on own site: resOS; found by the scan of 2026-10-17, not yet tested)
- Order: none on record
- Menu: http://www.mamo.lu/food_drinks_menus/pablito/pablito_menu.pdf (pdf; from the scan)
- Hours: Mo-Fr 12:00-14:00, 17:15-00:00; Sa 18:15-00:00 (open now) (from OpenStreetMap)
- Phone: +35226383699
- Stable links that count: https://directindex.org/go/pablito.lu/book, https://directindex.org/go/pablito.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
- Vendor terms for agents, resOS: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

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

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/pablito.lu
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md)
- AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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/pablito.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/pablito.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=pablito.lu&force=1