# The Florence: Agent-Direct Score B (70.8%)

Site: http://www.theflorence.com.au/
Report: https://directindex.org/r/theflorence.com.au
Scanned: 2026-10-18 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
The Florence is mostly ready for agents.
An AI assistant can open The Florence's website. What The Florence offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly, through SevenRooms.

## Direct links
- Book directly: https://www.sevenrooms.com/explore/theflorence/reservations/create/search/ (through sevenrooms acting for the business)
- Order directly: https://app.squareup.com/gift/ML1T2MPFDCZ9P/order (through square acting for the business)
- Menu: https://www.theflorence.com.au/s/The_Florence_Snack_Menu_Aug2025.pdf
- Phone: +61401998512

## What to fix first

- **Structured data is incomplete.** (+6 points) Missing: address, 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
- **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": "LocalBusiness",
  "name": "The Florence",
  "url": "http://www.theflorence.com.au/",
  "telephone": "+61401998512",
  "address": "Level 1/133 Flinders Ln, 3000, Melbourne",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -37.81566141,
    "longitude": 144.97016433
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.sevenrooms.com/explore/theflorence/reservations/create/search/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://app.squareup.com/gift/ML1T2MPFDCZ9P/order",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# The Florence

> local business in Level 1/133 Flinders Ln, 3000, Melbourne, Melbourne cafes and bars. Phone +61401998512.

## Book or order directly

- Book: https://www.sevenrooms.com/explore/theflorence/reservations/create/search/ (through sevenrooms acting for the business)
- Order: https://app.squareup.com/gift/ML1T2MPFDCZ9P/order (through square acting for the business)
- Menu: https://www.theflorence.com.au/s/The_Florence_Snack_Menu_Aug2025.pdf

## About

- Website: http://www.theflorence.com.au/
- 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 through sevenrooms on your own domain.** There's no marketplace commission, and the customer stays yours.
- **Ordering through square 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
931 of 3067 in Melbourne cafes and bars. Top 30% 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 | 99% | yes |
| Publish the menu or price list as HTML | 91% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 28% | no |
| Have an llms.txt | 25% | no |

Nearest places in the index: GoGo Bar (B, 14 m, https://directindex.org/r/chinchin.melbourne); Jack & Bones Island Bar (F, 57 m, https://directindex.org/r/jackandbones.com); Bowery to Williamsburg (B, 59 m, https://directindex.org/r/bowerytowilliamsburg.com.au); Bullrun (C, 60 m, https://directindex.org/r/bullruncafe.com.au); Gimlet (A, 72 m, https://directindex.org/r/gimlet.melbourne); Whisky Den (F, 80 m, https://directindex.org/r/whiskyden.com.au); No. 100 (B, 82 m, https://directindex.org/r/100flinderslane.com.au); Binary Cafe (C, 83 m, https://directindex.org/r/binary101.com.au); Garden State Hotel (B, 84 m, https://directindex.org/r/gardenstatehotel.com.au); No22 Cafe (C, 88 m, https://directindex.org/r/no22cafe.com.au).

## 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 Squarespace 65% (49% A or B, 11547 sites); Sites using SevenRooms 70% (53% A or B, 1201 sites); Sites using Square 65% (41% A or B, 1644 sites); This site 70.8%.

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

## Businesses like The Florence in Melbourne cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Melbourne cafes and bars | 3067 | 54% | 31% | 70.8% |
| Sites built with Squarespace in Melbourne cafes and bars | 565 | 73% | 57% | 70.8% |
| Sites using SevenRooms in Melbourne cafes and bars | 118 | 72% | 62% | 70.8% |
| Sites built with Squarespace and using SevenRooms in Melbourne cafes and bars | 39 | 78% | 74% | 70.8% |

The best of the sites built with Squarespace and using SevenRooms in Melbourne cafes and bars: Myrtle Wine Bar (A 92.3%, https://directindex.org/r/myrtlewinebar.com.au); Natural History Public Bar (A 92.3%, https://directindex.org/r/naturalhistorypublicbar.com); The Fifth Province (A 92.3%, https://directindex.org/r/thefifthprovince.com.au); Sebastian - Beachside Restaurant, Bar & Functions (A 87.7%, https://directindex.org/r/sebastianwilliamstown.com.au); The Mint (A 87.7%, https://directindex.org/r/themint.com.au).

With the three fixes above (Structured data is incomplete; Menu or price list is a PDF; Almost no text without JavaScript), the score would be about 87.7%. That would be 243rd of 3,067 in Melbourne cafes and bars, up from 931st.

## The direct record
What agents get for The Florence, as JSON: https://directindex.org/api/direct/theflorence.com.au
- Book: https://www.sevenrooms.com/explore/theflorence/reservations/create/search/ (vendor on own site: SevenRooms; found by the scan of 2026-10-18, not yet tested)
- Order: https://app.squareup.com/gift/ML1T2MPFDCZ9P/order (vendor on own site: Square; found by the scan of 2026-10-18, not yet tested)
- Menu: https://www.theflorence.com.au/s/The_Florence_Snack_Menu_Aug2025.pdf (pdf; from the scan)
- Hours: none on record
- Phone: +61401998512
- Stable links that count: https://directindex.org/go/theflorence.com.au/book, https://directindex.org/go/theflorence.com.au/order, https://directindex.org/go/theflorence.com.au/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): yes
- 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 | 13 | 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/theflorence.com.au
- 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/theflorence.com.au/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/theflorence.com.au/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=theflorence.com.au&force=1