# Lubna Milano: Agent-Direct Score B (75.4%)

Site: https://lubnamilano.com/
Report: https://directindex.org/r/lubnamilano.com
Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Lubna Milano is mostly ready for agents.
An AI assistant can open Lubna Milano's website. It can read what Lubna Milano offers. It finds a way to book or order directly, through SevenRooms.

## Direct links
- Book directly: https://www.sevenrooms.com/explore/lubnamilano/reservations/create/search/ (through sevenrooms acting for the business)
- Menu: https://lubnamilano.com/#mobile-menu-toggle
- Phone: +390250021076
- Address: Via Vezza d'Oglio, 14, 20139, Milano
- Languages: English, Italian

## Nearby, also direct
Places near Lubna Milano that take a booking or an order on their own website, with no marketplace in between.
- The White Flag (560 m): https://directindex.org/r/thewhiteflag.it

## What to fix first
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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
- **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": "Organization",
  "name": "Lubna Milano",
  "url": "https://lubnamilano.com/",
  "telephone": "+390250021076",
  "address": "Via Vezza d'Oglio, 14, 20139, Milano",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 45.44122907,
    "longitude": 9.20519109
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.sevenrooms.com/explore/lubnamilano/reservations/create/search/",
        "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.

```
# Lubna Milano

> organization in Via Vezza d'Oglio, 14, 20139, Milano, Milan cafes and bars. Phone +390250021076.

## Book or order directly

- Book: https://www.sevenrooms.com/explore/lubnamilano/reservations/create/search/ (through sevenrooms acting for the business)
- Menu: https://lubnamilano.com/#mobile-menu-toggle

## About

- Website: https://lubnamilano.com/
- 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 (Organization).** no address, phone or hours in it
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Booking through sevenrooms on your own domain.** There's no marketplace commission, and the customer stays yours.
- **SevenRooms works with agents through its partners.** SevenRooms' terms (17 April 2026) bar any robot, spider, scraper or other automated means except bona fide search engines; Google names SevenRooms as an AI Mode booking partner. Terms read on 2026-10-15: https://sevenrooms.com/terms-of-service/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.

## Where it stands
73 of 876 in Milan cafes and bars. Top 8% 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 | 86% | yes |
| Publish the menu or price list as HTML | 66% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 95% | yes |
| Structured data with address, phone and hours | 30% | no |
| Have an llms.txt | 21% | no |

Nearest places in the index: Bar Luce (D, 287 m, https://directindex.org/r/fondazioneprada.org); Carlsberg Barrio Alto (D, 309 m, https://directindex.org/r/carlsbergbarrioalto.it); Talent Garden (F, 403 m, https://directindex.org/r/talentgarden.com); Bar trattoria Devoti Domenico (C, 413 m, https://directindex.org/r/bardevoti.it); The White Flag (B, 564 m, https://directindex.org/r/thewhiteflag.it); Off/flavour (F, 593 m, https://directindex.org/r/off-flavour.com); Bere Buona Birra (F, 757 m, https://directindex.org/r/berebuonabirra.com); Pasticceria Sommariva (F, 771 m, https://directindex.org/r/pasticceriasommariva.it); Civico29 Wine & Food (F, 884 m, https://directindex.org/r/194.242.61.71); GolaSecca PortaRomana (F, 892 m, https://directindex.org/r/canva.site).

## 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.


Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); Sites using SevenRooms 74% (64% A or B, 4556 sites); This site 75.4%.

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

## Businesses like Lubna Milano in Milan cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Milan cafes and bars | 876 | 46% | 16% | 75.4% |
| Sites built with WordPress in Milan cafes and bars | 396 | 55% | 20% | 75.4% |
| Sites using SevenRooms in Milan cafes and bars | 6 | 70% | 67% | 75.4% |
| Sites built with WordPress and using SevenRooms in Milan cafes and bars | 4 | 66% | 75% | 75.4% |

The best of the sites built with WordPress and using SevenRooms in Milan cafes and bars: Rumore (B 78.5%, https://directindex.org/r/rumore-bar.com); Giardino Cordusio Bistro & Cocktail Bar (B 72.3%, https://directindex.org/r/giardinobarlounge.com); Dazi Milano (F 38.5%, https://directindex.org/r/dazimilano.com).

With the two fixes above (Structured data is incomplete; Almost no text without JavaScript), the score would be about 87.7%. That would be 15th of 876 in Milan cafes and bars, up from 73rd.

## The direct record
What agents get for Lubna Milano, as JSON: https://directindex.org/api/direct/lubnamilano.com
- Book: https://www.sevenrooms.com/explore/lubnamilano/reservations/create/search/ (vendor on own site: SevenRooms; found by the scan of 2026-10-21, not yet tested)
- Order: none on record
- Menu: https://lubnamilano.com/#mobile-menu-toggle (html_page; from the scan)
- Hours: none on record
- Phone: +390250021076
- Stable links that count: https://directindex.org/go/lubnamilano.com/book, https://directindex.org/go/lubnamilano.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
- Vendor terms for agents, SevenRooms: Through partners. SevenRooms' terms (17 April 2026) bar any robot, spider, scraper or other automated means except bona fide search engines; Google names SevenRooms as an AI Mode booking partner. Read 2026-10-15: https://sevenrooms.com/terms-of-service/

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 23 | 25 |
| Readable | 16 | 25 |
| Actionable | 10 | 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/lubnamilano.com
- 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/lubnamilano.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/lubnamilano.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=lubnamilano.com&force=1
