phatthaisf.com is hard for agents to use.
Book directly: www.opentable.com/widget/reservation/loader?rid=1507105&type through opentable acting for the business
See what an AI agent reads on this site →
32.7 of 65 points available
agent-readiness level, Not Ready
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.
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
Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. 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
Live fetches as ClaudeBot (http_403) 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
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: unknown · Front: cloudflare · Cloudflare in front; AI crawlers blocked at the edge
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.
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": "Phat Thai",
"url": "https://www.phatthaisf.com/",
"telephone": "415-757-0022",
"address": {
"@type": "PostalAddress",
"streetAddress": "Lombard Street 2380",
"postalCode": "94123",
"addressLocality": "San Francisco"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 37.7994294,
"longitude": -122.4406822
},
"servesCuisine": [
"thai"
],
"acceptsReservations": "https://www.opentable.com/widget/reservation/loader?rid=1507105&type=standard&theme=tall&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=false&ot_source=Restaurant%20website&cfe=true",
"potentialAction": [
{
"@type": "ReserveAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.opentable.com/widget/reservation/loader?rid=1507105&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.
# Phat Thai > restaurant (thai) in Lombard Street 2380 94123 San Francisco, San Francisco. Phone 415-757-0022. ## Book or order directly - Book: https://www.opentable.com/widget/reservation/loader?rid=1507105&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) ## About - Website: https://www.phatthaisf.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Top 59% of the sites scanned in this index. Just above: Bizza D, Dagwood & Scoops D. Just below: Taco Rouge D, Agrodolce Provisions D.
| 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% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | no |
| Structured data with address, phone and hours | 48% | no |
| Have an llms.txt | 13% | no |
The top tenth is the 115 best-scoring reachable sites of the index at the last refresh.
| Average score | A or B | This site | |
|---|---|---|---|
| Sites using OpenTable 1,440 sites | 67% | 42% | 50.3% |
| Sites using Uber Eats 659 sites | 63% | 34% | 50.3% |
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| World Wrapps mexican, indian, asian, sushi, thai | 253 m | B | yes |
| Fin Thai Eatery thai | 1.6 km | B | yes |
| Lemongrass thai | 1.6 km | F | no |
| BANGKOK STREET Thai Street Food thai, curry, asian | 1.7 km | B | yes |
| Ben Thai Cafe thai | 2.1 km | C | yes |
| House of Thai thai | 2.5 km | A | yes |
| B Star asian, burmese, thai, chinese, filipino, korean, indian | 2.5 km | A | yes |
| What the Cluck thai | 2.6 km | A | yes |
| Lers Ros Thai thai | 2.6 km | D | no |
| Lapisara thai, breakfast | 2.7 km | A | yes |
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco | 1,142 | 50% | 40% | 50.3% |
| Using OpenTable in San Francisco | 65 | 72% | 65% | 50.3% |
Indigo A 92.3% · Paprika A 92.3% · Roka Akor A 92.3% · a Mano A 90.8% · 3rd Cousin A 87.7%
With the three fixes above (No structured data for the business; No menu or price list found; Ordering only through ubereats) the score would be about 90.3%: 76th of 1,142 in San Francisco, up from 679th.
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/phatthaisf.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=1507105&type vendor on own site: OpenTable | found by the scan of 2026-10-14, not yet tested |
| Order | none on record | |
| Menu | none on record | |
| Hours | none on record | |
| Phone | 415-757-0022 |
Stable links that count: /go/phatthaisf.com/book 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 | Partners only |
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 | no how |
| 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 | no |
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/phatthaisf.com"><img src="https://directindex.org/badge/phatthaisf.com.svg" alt="Agent-Direct Score D" 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.