starbellysf.com is ready for agents.
Book directly: www.starbellysf.com/reservations/ on the business's own site · Order directly: www.starbellysf.com/pickup-and-delivery/ on the business's own site · Menu: www.starbellysf.com/menus/
See what an AI agent reads on this site →
59 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.
Missing: 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: 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.
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": "Starbelly",
"url": "https://starbellysf.com/",
"telephone": "+1 415-252-7500",
"email": "info@starbellysf.com",
"address": {
"@type": "PostalAddress",
"streetAddress": "16th Street 3583",
"postalCode": "94114",
"addressLocality": "San Francisco",
"addressCountry": "US"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 37.7641395,
"longitude": -122.4325631
},
"openingHours": "Mo-Th 11:30-23:00; Fr 11:30-00:00; Sa 10:30-00:00; Su 10:30-23:00",
"openingHoursSpecification": [
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Monday",
"Tuesday",
"Wednesday",
"Thursday"
],
"opens": "11:30",
"closes": "23:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Friday"
],
"opens": "11:30",
"closes": "00:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Saturday"
],
"opens": "10:30",
"closes": "00:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Sunday"
],
"opens": "10:30",
"closes": "23:00"
}
],
"acceptsReservations": "https://www.starbellysf.com/reservations/",
"hasMenu": "https://www.starbellysf.com/menus/",
"potentialAction": [
{
"@type": "ReserveAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.starbellysf.com/reservations/",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
},
"result": {
"@type": "Reservation",
"name": "Reservation"
}
},
{
"@type": "OrderAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.starbellysf.com/pickup-and-delivery/",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
}
}
]
}
</script>
Save as /llms.txt at the root of the site. Guide.
# Starbelly > restaurant in 16th Street 3583 94114 San Francisco, San Francisco. Phone +1 415-252-7500. ## Book or order directly - Book: https://www.starbellysf.com/reservations/ (on the business's own site) - Order: https://www.starbellysf.com/pickup-and-delivery/ (on the business's own site) - Menu: https://www.starbellysf.com/menus/ ## Opening hours Mo-Th 11:30-23:00; Fr 11:30-00:00; Sa 10:30-00:00; Su 10:30-23:00 ## About - Website: https://starbellysf.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Top 6% of the sites scanned in this index. Just above: Roxanne Cafe A, SAJJ Mediterranean A. Just below: The Bird A, Venice Pizza 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 | 94% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| 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 built with BentoBox 951 sites | 84% | 96% | 90.8% |
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Dumpling House chinese | 71 m | F | no |
| La Méditerranée mediterranean | 74 m | A | yes |
| Super Duper Burgers burger | 95 m | A | yes |
| The Detour pizza, wings, salad, sandwich | 210 m | B | yes |
| Saucy Asian asian, burrito, fusion | 222 m | F | no |
| Hot Cookie cookie | 295 m | B | yes |
| Marcello's Pizza pizza | 331 m | F | no |
| Wooden Spoon american, brunch, breakfast | 339 m | C | yes |
| Tanglad vietnamese | 361 m | B | yes |
| Blind Butcher american | 366 m | F | no |
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco | 1,142 | 50% | 40% | 90.8% |
| Built with BentoBox in San Francisco | 60 | 86% | 98% | 90.8% |
Flores A 96.3% · Gott's Roadside A 96.3% · Grand Lake Kitchen A 96.3% · Harborview Go A 96.3% · RT Rotisserie A 92.3%
With the fix above (Structured data is incomplete) the score would be about 95.4%: 15th of 1,142 in San Francisco, up from 70th.
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/starbellysf.com, through the MCP tool direct_record and in the city feed /city/san-francisco/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | www.starbellysf.com/reservations/ own site | found by the scan of 2026-10-14, not yet tested |
| Order | www.starbellysf.com/pickup-and-delivery/ own site | found by the scan of 2026-10-14, not yet tested |
| Menu | www.starbellysf.com/menus/ html_page | from the scan |
| Hours | Mo-Th 11:30-23:00; Fr 11:30-00:00; Sa 10:30-00:00; Su 10:30-23:00 (open now) | from OpenStreetMap |
| Phone | +1 415-252-7500 |
Stable links that count: /go/starbellysf.com/book, /go/starbellysf.com/order, /go/starbellysf.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 |
Not measured at this scan; the next scan measures it.
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/starbellysf.com"><img src="https://directindex.org/badge/starbellysf.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.