isarestaurant.com is mostly ready for agents.
An AI assistant can open the website of Isa. It can read what Isa offers. It finds a way to book or order directly, through OpenTable.
Listed by OpenStreetMap · Overture Maps.
Book directly: www.opentable.com/widget/reservation/loader?rid=4961&type=st through opentable acting for the business · Menu: isarestaurant.com/lunch-menu/
See what an AI agent reads on this site →
51 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 24% of the sites scanned in this index. Just above: China Live B, Dragon Well B. Just below: Naru Sushi B, Osmanthus Dim Sum Lounge B.
| 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 | 94% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 49% | no |
| Have an llms.txt | 13% | no |
The top tenth is the 104 best-scoring reachable sites of the index at the last refresh.
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with WordPress 36,926 sites | 58% | 29% | 78.5% |
| Sites using OpenTable 1,462 sites | 67% | 43% | 78.5% |
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Bistro Aix french | 15 m | F | no |
| Gamine french | 381 m | D | no |
| Côte Ouest Bistro french | 767 m | A | yes |
| Chouquet's french | 971 m | C | yes |
| La Folie french, fine_dining | 1.4 km | F | no |
| Florio Bar & Café french, italian | 1.4 km | B | yes |
| Chapeau! french | 2.8 km | B | yes |
| Ula mediterranean, french | 2.8 km | A | yes |
| Absinthe Brasserie & Bar french, american | 2.9 km | C | yes |
| Bouche french | 2.9 km | B | yes |
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in San Francisco | 1,106 | 50% | 40% | 78.5% |
| Sites built with WordPress in San Francisco | 159 | 69% | 53% | 78.5% |
| Sites using OpenTable in San Francisco | 63 | 72% | 63% | 78.5% |
| Sites built with WordPress and using OpenTable in San Francisco | 16 | 70% | 56% | 78.5% |
Roka Akor A 92.3% · John's Grill Live Jazz A 87.7% · Blue Mermaid B 78.5% · Perbacco B 78.5% · Sam's Grill B 78.5%
With the fix above (Structured data is incomplete) the score would be about 87.7%: 108th of 1,106 in San Francisco, up from 270th.
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
Missing: address, telephone, opening hours. How to fix it
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 San Francisco. List your agency or yourself: free, reviewed by hand.
Builder: wordpress · Front: cloudflare
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": "Isa",
"url": "https://www.isarestaurant.com/",
"telephone": "+1 415-567-9588",
"address": {
"@type": "PostalAddress",
"streetAddress": "Steiner Street 3324"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 37.8001044,
"longitude": -122.4376422
},
"openingHours": "Mo-Fr 17:30-22:00;Sa 17:00-22:00;Su 17:00-21:00",
"openingHoursSpecification": [
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Monday",
"Tuesday",
"Wednesday",
"Thursday",
"Friday"
],
"opens": "17:30",
"closes": "22:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Saturday"
],
"opens": "17:00",
"closes": "22:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Sunday"
],
"opens": "17:00",
"closes": "21:00"
}
],
"servesCuisine": [
"french"
],
"acceptsReservations": "https://www.opentable.com/widget/reservation/loader?rid=4961&type=standard&theme=tall&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=false&ot_source=Restaurant%20website&cfe=true",
"hasMenu": "https://isarestaurant.com/lunch-menu/",
"potentialAction": [
{
"@type": "ReserveAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.opentable.com/widget/reservation/loader?rid=4961&type=standard&theme=tall&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=false&ot_source=Restaurant%20website&cfe=true",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
},
"result": {
"@type": "Reservation",
"name": "Reservation"
}
}
]
}
</script>
Save as /llms.txt at the root of the site. Guide.
# Isa > restaurant (french) in Steiner Street 3324, San Francisco. Phone +1 415-567-9588. ## Book or order directly - Book: https://www.opentable.com/widget/reservation/loader?rid=4961&type=standard&theme=tall&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=false&ot_source=Restaurant%20website&cfe=true (through opentable acting for the business) - Menu: https://isarestaurant.com/lunch-menu/ ## Opening hours Mo-Fr 17:30-22:00;Sa 17:00-22:00;Su 17:00-21:00 ## About - Website: https://www.isarestaurant.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/isarestaurant.com, through the MCP tool direct_record and in the city feed /city/san-francisco/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | www.opentable.com/widget/reservation/loader?rid=4961&type=st vendor on own site: OpenTable | found by the scan of 2026-10-14, not yet tested |
| Order | none on record | |
| Menu | isarestaurant.com/lunch-menu/ html_page | from the scan |
| Hours | Mo-Fr 17:30-22:00;Sa 17:00-22:00;Su 17:00-21:00 (closed now) | from OpenStreetMap |
| Phone | +1 415-567-9588 |
Stable links that count: /go/isarestaurant.com/book, /go/isarestaurant.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 OpenTable, read 2026-10-15 | Through partners |
Not measured at this scan; the next scan measures it.
OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Source. About OpenTable · 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 | 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 | yes |