The Direct Index
Report · New York cafes and bars · scanned 2026-10-14

Bonjour Montclair

bonjourmontclaircafe.com is partly visible to agents.

Order directly: www.clover.com/online-ordering/bonjour-montclair-cafe-upper- through clover acting for the business · Menu: www.bonjourmontclaircafe.com/sandwiches.html

See what an AI agent reads on this site →

C
61.1%

39.7 of 65 points available

0/5

agent-readiness level, Not Ready

4

things to fix

Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.

Findings

What to fix first

  1. No structured data for the business +14 points

    Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). It is the one block every assistant reads first; the fix kit below has it filled in. How to fix it

  2. Clover's terms do not allow agents; a direct form on your own site would +5 points

    Clover's consumer app terms (8 June 2023), linked as platform terms from its ordering pages, say you must not use any robot, spider or other device or process to access the service, or use buying agents. Read 2026-10-15: https://www.clover.com/consumer/terms. An agent that books or orders there acts against the vendor's terms; a form or booking page on your own domain has no such limit. How to fix it About this vendor

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

    Live fetches as GPTBot (http_429) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. How to fix it

  4. No llms.txt no points, still worth doing

    Optional today, cheap to add: a short text file describing the business for language models. How to fix it

No one is listed yet to fix this in New York cafes and bars. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · Front: cloudflare · Cloudflare in front; AI crawlers blocked at the edge

Fix kit

What to paste

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

Structured data (JSON-LD)

One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Bonjour Montclair",
  "url": "https://www.bonjourmontclaircafe.com",
  "telephone": "+1 973-655-1300",
  "email": "bonjourmontclaircafe@gmail.com",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Park Street 254",
    "postalCode": "07043",
    "addressLocality": "Montclair"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.8309849,
    "longitude": -74.206164
  },
  "openingHours": "Mo-Sa 08:00-19:00; Su 08:00-15:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "08:00",
      "closes": "19:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "08:00",
      "closes": "15:00"
    }
  ],
  "servesCuisine": [
    "crepe"
  ],
  "hasMenu": "https://www.bonjourmontclaircafe.com/sandwiches.html",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.clover.com/online-ordering/bonjour-montclair-cafe-upper-montclair",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# Bonjour Montclair

> cafe or coffee shop (crepe) in Park Street 254 07043 Montclair, New York cafes and bars. Phone +1 973-655-1300.

## Book or order directly

- Order: https://www.clover.com/online-ordering/bonjour-montclair-cafe-upper-montclair (through clover acting for the business)
- Menu: https://www.bonjourmontclaircafe.com/sandwiches.html

## Opening hours

Mo-Sa 08:00-19:00; Su 08:00-15:00

## About

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

669 of 1,612 in New York cafes and bars

Top 42% of the sites scanned in this index. Just above: Union Hall C, pinkFROG Cafe C. Just below: Elsie Rooftop C, Zatar C.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain98%yes
Publish the menu or price list as HTML96%yes
Let AI crawlers in (no edge block, no robots.txt block)99%no
Structured data with address, phone and hours24%no
Have an llms.txt11%no

The top tenth is the 162 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites using Clover 94 sites71%55%61.1%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Bluestone Coffee Co.100 mByes
Bánh Voyage vietnamese168 mByes
Jungle Juice1.0 kmDno
Eagle Rock Co1.1 kmFno
Mattarello Bakery & Café italian1.1 kmFno
Tierney's Tavern1.5 kmFno
Le French Dad Boulangerie & Cafe2.2 kmFno
Trend Coffee & Tea House coffee, tea2.2 kmDno
Benvenuti2.2 kmByes
Cafe Giotto2.2 kmCyes
Businesses like yours

Businesses like Bonjour Montclair in New York cafes and bars

GroupSitesAvg scoreA or BThis site
Same kind in New York cafes and bars1,61246%30%61.1%
Using Clover in New York cafes and bars371%33%61.1%

The best of Same kind in New York cafes and bars

Analogue A 100% · Sandwell A 100% · The Winslow A 100% · Nurse Bettie A 96.3% · Someday A 96.3%

The climb

With the three fixes above (No structured data for the business; Clover's terms do not allow agents; a direct form on your own site would; The server turns AI crawlers away at the door) the score would be about 95.4%: 8th of 1,612 in New York cafes and bars, up from 669th.

Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.

The direct record

What agents get for Bonjour Montclair

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

PathLinkStatus
Booknone on record
Orderwww.clover.com/online-ordering/bonjour-montclair-cafe-upper- vendor on own site: Cloverfound by the scan of 2026-10-14, not yet tested
Menuwww.bonjourmontclaircafe.com/sandwiches.html html_pagefrom the scan
HoursMo-Sa 08:00-19:00; Su 08:00-15:00 (closed now)from OpenStreetMap
Phone+1 973-655-1300

Stable links that count: /go/bonjourmontclaircafe.com/order, /go/bonjourmontclaircafe.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
not measured
ACP discovery document
/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol
not measured
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
not measured
Vendor terms for agents
Clover, read 2026-10-15
No

Not measured at this scan; the next scan measures it.

Clover's consumer app terms (8 June 2023), linked as platform terms from its ordering pages, say you must not use any robot, spider or other device or process to access the service, or use buying agents. Source. About Clover · all vendors.

The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.

Agent readiness

Level 0 of 5, Not Ready

The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlno how
AI bot rules in robots.txtno how
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 businessno
Assistants

What assistants answer

Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.

Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Badge

Show the score

Owners who score well embed the badge; it links back here and updates with every scan.

Agent-Direct Score C

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

Own this business?

Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.

Rescan now Markdown

Deep report Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.

Send the fixes to your web person
One email, the fixes and the link; nothing stored.