Café Boulud
cafebouludtoronto.com is ready for agents.
Listed by Overture Maps.
Ways to reach Café Boulud directly, with no marketplace in between. Checked 2026-10-19. On the business's own site. Report a mistake
60 Yorkville Ave, M4W 0A4, Toronto · +14169636000
The website's grade
An AI assistant can open Café Boulud's website. It can read what Café Boulud offers. It finds a way to book or order directly on the site.
62 of 65 points available
agent-readiness level, Basic Web Presence
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.
Named by ChatGPT for "A special tasting menu for our anniversary next month. Book us in" in Toronto, October 2026
Each assistant was asked the way people ask, with web search on, for up to three places in Toronto and a link to each one's own site. This business was named in one answer, by 1 of the 2 assistants asked.
| Question | Named by | Asked |
|---|---|---|
| A special tasting menu for our anniversary next month. Book us in. | ChatGPT with a link to this site | 2026-10-18 |
Every place named in Toronto, question by question.
Show it
The badge shows how many of the assistants asked named this business, and the month. It updates after every round.
<a href="https://directindex.org/r/cafebouludtoronto.com"><img src="https://directindex.org/badge/named/cafebouludtoronto.com.svg" alt="Named by 1 of 2 assistants, Direct Index" width="300" height="40"></a>
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.
Recommended when people ask:
“A special tasting menu for our anniversary next month. Book us in.” (ChatGPT, with a link to this site)
How Café Boulud compares
87 of 3,385 in Toronto
Top 3% of the sites scanned in this index. Just above: Birria Catrina A, Biryani Nation A. Just below: Caribbean Queen Jerk Drum A, Chick-fil-A A.
| 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 | 96% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 95% | yes |
| Structured data with address, phone and hours | 50% | no |
| Have an llms.txt | 37% | no |
The top 10% are the 353 highest-scoring reachable sites in the index at the last update.
Compared with its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with BentoBox 1,235 sites | 84% | 95% | 95.4% |
| Sites using BentoBox 471 sites | 83% | 93% | 95.4% |
Nearest places with a similar menu
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Jacques Bistro du Parc french | 252 m | F | no |
| Enigma Fine Dining french | 317 m | B | no |
| Caren's Wine & Cheese Bar french | 339 m | F | no |
| Avant Goût french | 762 m | B | yes |
| The Cherie Bistro french, italian | 1.0 km | C | no |
| Scaramouche Restaurant french | 1.4 km | C | yes |
| Parquet french | 1.5 km | C | no |
| Loire french | 1.6 km | D | no |
| Craque de Creme Cafe ice_cream, coffee_shop, dessert, french | 2.4 km | D | no |
| Le Petit Chef french | 2.4 km | D | no |
Businesses like Café Boulud in Toronto
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Toronto | 3,385 | 53% | 33% | 95.4% |
| Sites built with BentoBox in Toronto | 13 | 87% | 85% | 95.4% |
| Sites using BentoBox in Toronto | 8 | 82% | 75% | 95.4% |
| Sites built with BentoBox and using BentoBox in Toronto | 8 | 82% | 75% | 95.4% |
The best of the sites built with BentoBox and using BentoBox in Toronto
Adrak Yorkville A 95.4% · The Chase A 95.4% · Morton's Grille B 83.1% · Rainforest Cafe B 82.5% · The Salad House B 80%
After the top fixes
With the fix above (Structured data is incomplete), the score would be about 100%, which would be first of 3,385 in Toronto.
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.
What to fix first
- Structured data is incomplete +3 points
Missing: opening hours. How to fix it
- 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
- The phone number on the site doesn't match the open map data
The site shows (416) 963-6005, but OpenStreetMap or Overture Maps lists +14169636000. 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
No one is listed yet to fix this in Toronto. 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.
- AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- Structured data found (FoodEstablishment) address, phone
- Menu or price list is an HTML page Agents can read the items and prices.
- Booking on your own site Agents can book without going through a marketplace.
- Ordering through bentobox on your own domain There's no marketplace commission, and the customer stays yours.
Builder: bentobox · Front: cloudflare · contact page /about/: nothing new; menu page /menus/: menu schema, booking via opentable; booking page /ot-reservations/: nothing new
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 bentobox.
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": "FoodEstablishment",
"name": "Café Boulud",
"url": "http://www.cafeboulud.com/toronto",
"telephone": "+14169636000",
"address": "60 Yorkville Ave, M4W 0A4, Toronto",
"geo": {
"@type": "GeoCoordinates",
"latitude": 43.67178211,
"longitude": -79.38985637
},
"potentialAction": [
{
"@type": "ReserveAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.cafebouludtoronto.com/ot-reservations/",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
},
"result": {
"@type": "Reservation",
"name": "Reservation"
}
},
{
"@type": "OrderAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://getbento.com/?utm_source=header&utm_campaign=cafebouludtoronto.com",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
}
}
]
}
</script>
llms.txt
Save as /llms.txt at the root of the site. Guide.
# Café Boulud > food establishment (french) in 60 Yorkville Ave, M4W 0A4, Toronto, Toronto. Phone +14169636000. ## Book or order directly - Book: https://www.cafebouludtoronto.com/ot-reservations/ (on the business's own site) - Order: https://getbento.com/?utm_source=header&utm_campaign=cafebouludtoronto.com (through bentobox acting for the business) - Menu: https://www.cafebouludtoronto.com/menus/ ## About - Website: http://www.cafeboulud.com/toronto - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
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.
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
What agents get for Café Boulud
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/cafebouludtoronto.com, through the MCP tool direct_record and in the city feed /city/toronto/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | www.cafebouludtoronto.com/ot-reservations/ own site | found by the scan of 2026-10-19, not yet tested |
| Order | getbento.com/?utm_source=header&utm_campaign=cafebouludt vendor on own site: BentoBox | found by the scan of 2026-10-19, not yet tested |
| Menu | www.cafebouludtoronto.com/menus/ html_page | from the scan |
| Hours | none on record | |
| Phone | +14169636000 |
Stable links that count: /go/cafebouludtoronto.com/book, /go/cafebouludtoronto.com/order, /go/cafebouludtoronto.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.
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: menu page /menus/: menu schema, booking via opentable.
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 homepage | no how |
| sitemap.xml | yes |
| AI bot rules in robots.txt | no how |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | no how |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | yes |