cafeluxembourg.com is ready for agents.
Order directly: www.toasttab.com/cafe-luxembourg-200-w-70th-street/giftcards through toast acting for the business · Menu: www.cafeluxembourg.com/menus/
See what an AI agent reads on this site →
57 of 65 points available
agent-readiness level, Basic Web Presence
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.
Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. How to fix it About this vendor
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. List your agency or yourself: free, reviewed by hand.
Builder: bentobox · Front: cloudflare
Filled from the business's own record and this scan. Check every line before it goes live; where it goes on bentobox is in the guides.
Save as /llms.txt at the root of the site. Guide.
# Cafe Luxembourg > restaurant (french) in West 70th Street 200 10023 New York, New York. Phone +1-212-873-7411. ## Book or order directly - Order: https://www.toasttab.com/cafe-luxembourg-200-w-70th-street/giftcards (through toast acting for the business) - Menu: https://www.cafeluxembourg.com/menus/ ## Opening hours Mo-Tu 08:00-23:00, We-Fr 08:00-00:00, Sa 09:00-00:00, Su 09:00-23:00 ## About - Website: https://cafeluxembourg.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Top 11% of the sites scanned in this index. Just above: Brownstone Pancake Factory A, Cafe Cluny A. Just below: Calexico A, Canton Rodeo A.
| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | yes |
| Publish the menu or price list as HTML | 99% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 50% | yes |
| Have an llms.txt | 13% | no |
The top tenth is the 433 best-scoring reachable sites of the index at the last refresh.
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with BentoBox 911 sites | 84% | 96% | 87.7% |
| Sites using OpenTable 1,440 sites | 67% | 42% | 87.7% |
| Sites using Toast 1,823 sites | 74% | 62% | 87.7% |
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Nice Matin french | 775 m | A | yes |
| Jean-Georges french | 947 m | F | no |
| The Consulate french | 1.3 km | F | no |
| Poulet Sans Tête french | 1.5 km | B | yes |
| Cafe Boulud french | 1.6 km | C | no |
| La Grande Boucherie french | 1.7 km | A | yes |
| Benoit french | 1.7 km | D | no |
| La Bonne Soupe french | 1.7 km | C | no |
| Fleming by Le Bilboquet fine_dining, french | 1.8 km | D | no |
| Daniel french | 1.8 km | D | no |
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York | 4,270 | 52% | 40% | 87.7% |
| Built with BentoBox in New York | 317 | 86% | 96% | 87.7% |
| Using OpenTable in New York | 154 | 73% | 57% | 87.7% |
| Built with BentoBox and using OpenTable in New York | 27 | 84% | 93% | 87.7% |
Bar Mexicana A 95.4% · Hill Country Barbecue Market A 95.4% · Cafe Paradiso A 90.8% · Millie's of Staten Island A 90.8% · Trapizzino A 90.8%
With the fix above (Booking only through opentable) the score would be about 95.4%: 74th of 4,270 in New York, up from 483rd.
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 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/cafeluxembourg.com, through the MCP tool direct_record and in the city feed /city/new-york/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | www.toasttab.com/cafe-luxembourg-200-w-70th-street/giftcards vendor on own site: Toast | found by the scan of 2026-10-14, not yet tested |
| Menu | www.cafeluxembourg.com/menus/ html_page | from the scan |
| Hours | Mo-Tu 08:00-23:00, We-Fr 08:00-00:00, Sa 09:00-00:00, Su 09:00-23:00 | from OpenStreetMap |
| Phone | +1-212-873-7411 |
Stable links that count: /go/cafeluxembourg.com/order, /go/cafeluxembourg.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.
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 Toast, read 2026-10-15 | Partners only |
Not measured at this scan; the next scan measures it.
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.
The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.
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 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 |
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.
Owners who score well embed the badge; it links back here and updates with every scan.
<a href="https://directindex.org/r/cafeluxembourg.com"><img src="https://directindex.org/badge/cafeluxembourg.com.svg" alt="Agent-Direct Score A" width="236" height="40"></a>
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.
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.