sammyslebanese.com is hard for agents to use.
An AI assistant can open the website of Sammy’s Lebanese Kitchen & Bakery. It can read what Sammy’s Lebanese Kitchen & Bakery offers. To book or order, it is sent to Uber Eats, a marketplace.
Listed by OpenStreetMap · Overture Maps.
Menu: sammyslebanese.com/menu/
See what an AI agent reads on this site →
35 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.
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.
Top 58% of the sites scanned in this index. Just above: Lucy D, Massaya D. Just below: Shoo Loong Kan D, Angus Grill Brazilian Steakhouse D.
| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 97% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 85% | yes |
| Structured data with address, phone and hours | 61% | no |
| Have an llms.txt | 25% | no |
The top tenth is the 61 best-scoring reachable sites of the index at the last refresh.
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with WordPress 38,935 sites | 59% | 31% | 53.8% |
| Sites using Uber Eats 731 sites | 62% | 33% | 53.8% |
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Darband Shishkabob persian, kebab | 322 m | F | no |
| Bismillah Restaurant & Cafe american, pakistani | 334 m | C | yes |
| Reza Persian Grill persian | 415 m | D | yes |
| Busy Boy mediterranean | 429 m | C | yes |
| Lucy ethopian | 1.3 km | D | no |
| Buffet de Pupusas salvadoran | 1.4 km | F | no |
| Biryani Pot Indian, Hyderabadi | 1.4 km | D | no |
| Smash City burger | 1.5 km | B | yes |
| Rockhouse Southern Kitchen american | 1.6 km | F | no |
| Nameless american | 1.6 km | C | yes |
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Houston | 607 | 53% | 39% | 53.8% |
| Sites built with WordPress in Houston | 142 | 70% | 58% | 53.8% |
| Sites using Uber Eats in Houston | 2 | 59% | 0% | 53.8% |
| Sites built with WordPress and using Uber Eats in Houston | 2 | 59% | 0% | 53.8% |
Aladdin Mediterranean cuisine A 100% · First Watch A 100% · Red Crab Juicy Seafood and Bar A 100% · Chuck E. Cheese's A 95.4% · Jus + Bol A 95.4%
With the two fixes above (No structured data for the business; Ordering only through ubereats) the score would be about 95.4%: 20th of 607 in Houston, up from 355th.
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). It is the one block every assistant reads first; the fix kit below has it filled in. How to fix it
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 Houston. List your agency or yourself: free, reviewed by hand.
Builder: wordpress · Front: cloudflare · contact page /about-us/: nothing new; menu page /menu/: nothing new
Filled from the business's own record and this scan. Check every line before it goes live; where it goes on wordpress is in the guides.
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.
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": "Restaurant",
"name": "Sammy’s Lebanese Kitchen & Bakery",
"url": "https://sammyslebanese.com/",
"telephone": "+1- 713-505-1771",
"address": {
"@type": "PostalAddress",
"streetAddress": "Hillcroft Avenue 3939",
"postalCode": "77057",
"addressLocality": "Houston"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 29.7243556,
"longitude": -95.5006015
},
"servesCuisine": [
"lebanese"
],
"hasMenu": "https://sammyslebanese.com/menu/"
}
</script>
Save as /llms.txt at the root of the site. Guide.
# Sammy’s Lebanese Kitchen & Bakery > restaurant (lebanese) in Hillcroft Avenue 3939 77057 Houston, Houston. Phone +1- 713-505-1771. ## Book or order directly - Menu: https://sammyslebanese.com/menu/ ## About - Website: https://sammyslebanese.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
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 · Dispute a check
Keep watching this business: the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant and the places nearby; 5 EUR once. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
The direct record an agent is served for this business, the rails it could transact through, and the agent standards the site publishes.
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/sammyslebanese.com, through the MCP tool direct_record and in the city feed /city/houston/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | none on record | |
| Menu | sammyslebanese.com/menu/ html_page | from the scan |
| Hours | none on record | |
| Phone | +1- 713-505-1771 |
Stable links that count: /go/sammyslebanese.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 | 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 |
| Vendor terms for agents Uber Eats, read 2026-10-15 | Through partners |
Uber's US terms of use (12 October 2026) bar scripts that burden the services and any use to build software or train AI; its Claude and ChatGPT integrations only browse menus, with checkout in the Uber Eats app. Source. About Uber Eats · all vendors.
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 | yes |
| 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 | no |