The Direct Index
Report · Melbourne · scanned 2026-10-18

Cosmopoli French

cosmopolifrench.com is partly visible to agents.

Listed by Overture Maps.

BookCallWebsite

Ways to reach Cosmopoli French directly, with no marketplace in between. Checked 2026-10-18. On the business's own site. Report a mistake

365 Little Collins St, 3000, Melbourne · +61424284586

Owners

The website's grade

An AI assistant can open Cosmopoli French's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly on the site.

63.1%

41 of 65 points available

0/5

agent-readiness level, Not Ready

3

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

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 Melbourne and named 56 places. Cosmopoli French wasn't one of them. See who was named →

Where it stands

How Cosmopoli French compares

Where it stands

1,880 of 4,399 in Melbourne

Top 43% of the sites scanned in this index. Just above: Coburg Library C, Commonwealth Bank Footscray Branch C. Just below: Cripps Family Fish & Chips - Oliver’s Hill C, Crisp Pizza C.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%yes
Publish the menu or price list as HTML91%no
Let AI crawlers in (no block at the server or in robots.txt)95%yes
Structured data with address, phone and hours51%no
Have an llms.txt27%yes

The top 10% are the 445 highest-scoring reachable sites in the index at the last update.

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Reine & La Rue french122 mByes
French Saloon french246 mByes
Vue de Monde french, fine_dining562 mByes
P M 24 french621 mCno
Philippe french656 mBno
Entrecôte City french672 mByes
Bistrot Bisou french838 mByes
Number 35 french948 mCyes
Maison Bâtard french954 mDno
Frenchie french959 mByes
Businesses like yours

Businesses like Cosmopoli French in Melbourne

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Melbourne4,39956%32%63.1%

The best of the businesses of the same kind in Melbourne

Afghan Central Restaurant A 100% · An Di A 100% · Aurelle Café & Restaurant A 100% · Añada A 100% · BAMBU Asian Eating House A 100%

After the top fixes

With the two fixes above (No structured data for the business; No menu or price list found), the score would be about 95.4%. That would be 96th of 4,399 in Melbourne, up from 1880th.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. No structured data for the business +14 points

    Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it

  2. No menu or price list found +7 points

    Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. How to fix it

  3. The phone number on the site doesn't match the open map data

    The site shows (033)-712 610 181, but OpenStreetMap or Overture Maps lists +61424284586. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org.

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in Melbourne. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

Builder: unknown · Front: cloudflare · booking page /term-4: booking link (own domain)

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on your builder.

Show the code 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. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Cosmopoli French",
  "url": "http://www.cosmopolifrench.com",
  "telephone": "+61424284586",
  "address": "365 Little Collins St, 3000, Melbourne",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": -37.8155704,
    "longitude": 144.96262429
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://cosmopolifrench.com/term-4",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

Rescan now · Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score C

<a href="https://directindex.org/r/cosmopolifrench.com"><img src="https://directindex.org/badge/cosmopolifrench.com.svg" alt="Agent-Direct Score C" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for Cosmopoli French

The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/cosmopolifrench.com, through the MCP tool direct_record and in the city feed /city/melbourne/direct.json.

PathLinkStatus
Bookcosmopolifrench.com/term-4 own sitefound by the scan of 2026-10-18, not yet tested
Ordernone on record
Menunone on record
Hoursnone on record
Phone+61424284586

Stable links that count: /go/cosmopolifrench.com/book answer 302 to the links above; the count is the line "followed N direct links" on this page.

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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: booking page /term-4: booking link (own domain).

Agent readiness

Level 0 of 5, Not Ready

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtno how
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtyes
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessno