# Sam's Grill: Agent-Direct Score B (78.5%)

Site: https://samsgrill-sf.com/
Report: https://directindex.org/r/samsgrill-sf.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Sam's Grill is mostly ready for agents.

## Direct links
- Book directly: https://www.opentable.com/widget/reservation/loader?rid=1728&type=button&theme=standard&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=true&ot_source=Restaurant%20website&cfe=true (through opentable acting for the business)
- Menu: https://samsgrill-sf.com/menus/
- Phone: +1 415-421-0594

## What to fix first
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Sam's Grill",
  "url": "https://samsgrill-sf.com/",
  "telephone": "+1 415-421-0594",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Bush Street 374",
    "postalCode": "94104",
    "addressLocality": "San Francisco"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.7909548,
    "longitude": -122.4036505
  },
  "openingHours": "Mo-Fr 11:00-20:30; PH closed",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "11:00",
      "closes": "20:30"
    }
  ],
  "servesCuisine": [
    "seafood"
  ],
  "acceptsReservations": "https://www.opentable.com/widget/reservation/loader?rid=1728&type=button&theme=standard&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=true&ot_source=Restaurant%20website&cfe=true",
  "hasMenu": "https://samsgrill-sf.com/menus/",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.opentable.com/widget/reservation/loader?rid=1728&type=button&theme=standard&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=true&ot_source=Restaurant%20website&cfe=true",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
```

llms.txt. Save as /llms.txt at the root of the site.

```
# Sam's Grill

> restaurant (seafood) in Bush Street 374 94104 San Francisco, San Francisco. Phone +1 415-421-0594.

## Book or order directly

- Book: https://www.opentable.com/widget/reservation/loader?rid=1728&type=button&theme=standard&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=true&ot_source=Restaurant%20website&cfe=true (through opentable acting for the business)
- Menu: https://samsgrill-sf.com/menus/

## Opening hours

Mo-Fr 11:00-20:30; PH closed

## About

- Website: https://samsgrill-sf.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Organization).** but without address, phone or hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Booking through opentable on your own domain.** No marketplace commission, and the guest stays yours.
- **OpenTable works with agents through its partners.** 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. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. An assistant that is not a partner may not finish the step there; a direct path on your own domain works for all of them.

## Where it stands
277 of 1106 in San Francisco. Top 25% of the sites scanned in this index.

| 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 | 95% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 47% | no |
| Have an llms.txt | 13% | no |

Nearest places with a similar menu: Scott's Chowder House (D, 175 m, https://directindex.org/r/scottschowderhouse.com); Luke’s Lobster (B, 449 m, https://directindex.org/r/lukeslobster.com); Sears Fine Food (B, 503 m, https://directindex.org/r/searsfinefood.com); John's Grill Live Jazz (A, 684 m, https://directindex.org/r/johnsgrill.com); Sotto Mare (A, 1057 m, https://directindex.org/r/sottomaresf.com); Fog Harbor Fish House (A, 2078 m, https://directindex.org/r/foodeist.com); Bubba Gump Shrimp Company (B, 2311 m, https://directindex.org/r/bubbagump.com); Blue Mermaid (B, 2340 m, https://directindex.org/r/argonauthotel.com); Cioppino's (A, 2345 m, https://directindex.org/r/cioppinosf.com); McCormick & Schmick's (B, 2369 m, https://directindex.org/r/mccormickandschmicks.com).

## What assistants answer
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.

Against its peers: Sites built with WordPress 58% (29% A or B, 36926 sites); Sites using OpenTable 67% (43% A or B, 1462 sites); This site 78.5%.

See what an AI agent reads on this site: https://directindex.org/r/samsgrill-sf.com/agent-view

Read by AI agents 7 times this month (ClaudeBot 7).

## Businesses like Sam's Grill in San Francisco

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco | 1106 | 50% | 40% | 78.5% |
| Built with WordPress in San Francisco | 161 | 69% | 52% | 78.5% |
| Using OpenTable in San Francisco | 63 | 72% | 63% | 78.5% |
| Built with WordPress and using OpenTable in San Francisco | 16 | 70% | 56% | 78.5% |

The best of Built with WordPress and using OpenTable in San Francisco: Roka Akor (A 92.3%, https://directindex.org/r/rokaakor.com); John's Grill Live Jazz (A 87.7%, https://directindex.org/r/johnsgrill.com); Blue Mermaid (B 78.5%, https://directindex.org/r/argonauthotel.com); Isa (B 78.5%, https://directindex.org/r/isarestaurant.com); Perbacco (B 78.5%, https://directindex.org/r/perbaccosf.com).

With the fix above (Structured data is incomplete) the score would be about 87.7%: 108th of 1,106 in San Francisco, up from 277th.

## The direct record
What agents get for Sam's Grill, as JSON: https://directindex.org/api/direct/samsgrill-sf.com
- Book: https://www.opentable.com/widget/reservation/loader?rid=1728&type=button&theme=standard&color=1&dark=false&iframe=true&domain=com&lang=en-US&newtab=true&ot_source=Restaurant%20website&cfe=true (vendor on own site: OpenTable; found by the scan of 2026-10-14, not yet tested)
- Order: none on record
- Menu: https://samsgrill-sf.com/menus/ (html_page; from the scan)
- Hours: Mo-Fr 11:00-20:30; PH closed (closed now) (from OpenStreetMap)
- Phone: +1 415-421-0594
- Stable links that count: https://directindex.org/go/samsgrill-sf.com/book, https://directindex.org/go/samsgrill-sf.com/menu
- Agents and people followed 2 direct links to this business this month (2 by AI agents).

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- 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: Through partners. 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. Read 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 16 | 25 |
| Actionable | 10 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/samsgrill-sf.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/samsgrill-sf.com/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/samsgrill-sf.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=samsgrill-sf.com&force=1
