The Direct Index
Report · New York · scanned 2026-10-23

Florence Prime Diner

florenceprimediner.com is partly visible to agents.

Listed by Overture Maps.

OrderCallWebsite

Ways to reach Florence Prime Diner directly, with no marketplace in between. Checked 2026-10-23. Through toast acting for the business. Report a mistake

40-13 82nd St, 11373, New York · +17187790033

Prices: 12 prices on the site, the middle one $3.70

Nearby, also direct

Places near Florence Prime Diner that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

Some AI assistants are turned away by Florence Prime Diner's website. What Florence Prime Diner offers is on another site. It finds a way to book or order directly, through Toast.

65.7%

42.7 of 65 points available

1/5

agent-readiness level, Basic Web Presence

4

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 →

What the site tells visitors Measured, not scored

These don't change the grade.

12 prices on the landing page, the middle one $3.70.

In New York, the middle price of comparable sites that show prices is $14.00.

Every city compared →
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 13 everyday questions about New York and named 69 places. Florence Prime Diner wasn't one of them. See who was named →

Where it stands

How Florence Prime Diner compares

Where it stands

4,407 of 11,000 in New York

Top 40% of the sites scanned in this index. Just above: 꽃 C, Der Krung Thai Cuisine C. Just below: South Club C, Zuma 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 HTML95%no
Let AI crawlers in (no block at the server or in robots.txt)96%no
Structured data with address, phone and hours59%no
Have an llms.txt25%no

The top 10% are the 1114 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with WordPress 217,120 sites55%24%65.7%
Sites using Toast 5,253 sites73%61%65.7%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
El Sol Azteca mexican51 mByes
Pueblo Fish Mkt seafood75 mAyes
La Nacional82 mFno
M & M Broadway Bakery Cafe139 mAyes
Pico De Gallo mexican145 mDno
La Pequena Colombia colombian152 mFno
El Guayaquileno Mini Picanteria Food Truck165 mDyes
Queens Nutrition Club health_food187 mFno
Kitchen 79 thai269 mDno
Pizza Palace Cafe pizza274 mCyes
Businesses like yours

Businesses like Florence Prime Diner in New York

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in New York11,00052%34%65.7%
Sites built with WordPress in New York1,84161%37%65.7%
Sites using Toast in New York61074%63%65.7%
Sites built with WordPress and using Toast in New York11373%56%65.7%

The best of the sites built with WordPress and using Toast in New York

Kokomo A 100% · Squisito Pizza A 100% · Via 13 A 100% · Ainslie A 95.4% · Black Tap A 95.4%

After the top fixes

With the three fixes above (Structured data is incomplete; Menu or price list is on another site; The server turns AI crawlers away at the door), the score would be about 87.7%. That would be 1187th of 11,000 in New York, up from 4407th.

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. Structured data is incomplete +6 points

    Missing: address, telephone, opening hours. How to fix it

  2. Menu or price list is on another site +5 points

    The link goes to toasttab.com, so that site gets the credit and the visits. How to fix it

  3. The server turns AI crawlers away at the door +3.3 points

    Requests as ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. How to fix it

  4. 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. How to fix it

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 New York. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

  • robots.txt lets AI crawlers in No rule blocks the main AI user agents.
  • Structured data found (Organization) no address, phone or hours in it
  • Ordering through toast on your own domain There's no marketplace commission, and the customer stays yours.
  • Toast works with agents through its partners Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. 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.

Builder: wordpress

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 wordpress.

Where to paste it on WordPress: a plugin that adds code to every page's header, such as WPCode (Insert Headers and Footers), in its Header box. the official help page.

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": "Organization",
  "name": "Florence Prime Diner",
  "url": "http://www.florenceprimediner.com",
  "telephone": "+17187790033",
  "address": "40-13 82nd St, 11373, New York",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.74720344,
    "longitude": -73.88374522
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://order.toasttab.com/online/florence-restaurant-bar-40-13-82nd-st",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# Florence Prime Diner

> organization in 40-13 82nd St, 11373, New York, New York. Phone +17187790033.

## Book or order directly

- Order: https://order.toasttab.com/online/florence-restaurant-bar-40-13-82nd-st (through toast acting for the business)
- Menu: https://order.toasttab.com/online/florence-restaurant-bar-40-13-82nd-st

## About

- Website: http://www.florenceprimediner.com
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
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.

· 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/florenceprimediner.com"><img src="https://directindex.org/badge/florenceprimediner.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 Florence Prime Diner

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/florenceprimediner.com, through the MCP tool direct_record and in the city feed /city/new-york/direct.json.

PathLinkStatus
Booknone on record
Orderorder.toasttab.com/online/florence-restaurant-bar-40-13-82nd vendor on own site: Toastfound by the scan of 2026-10-23, not yet tested
Menuorder.toasttab.com/online/florence-restaurant-bar-40-13-82nd externalfrom the scan
Hoursnone on record
Phone+17187790033

Stable links that count: /go/florenceprimediner.com/order, /go/florenceprimediner.com/menu 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
Toast
yes
Vendor terms for agents
Toast, read 2026-10-15
Through partners

Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Source. About Toast · all vendors.

Agent readiness

Level 1 of 5, Basic Web Presence

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.txtyes
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
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 businessyes