# Tanner Smith's: Agent-Direct Score B (83.1%)

Site: https://tannersmiths.com
Report: https://directindex.org/r/tannersmiths.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.)
Tanner Smith's is mostly ready for agents.

## Direct links
- Order directly: https://order.toasttab.com/online/tanner-smiths (through toast acting for the business)
- Menu: https://www.tannersmiths.com/menus/
- Phone: +1-646-590-2034

## What to fix first
- **Structured data is incomplete.** (+3 points) Missing: 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": "BarOrPub",
  "name": "Tanner Smith's",
  "url": "https://tannersmiths.com",
  "telephone": "+1-646-590-2034",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "West 55th Street 204",
    "postalCode": "10019"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7643596,
    "longitude": -73.9815651
  },
  "openingHours": "Mo-Tu 12:00-02:00, We-Th 12:00-03:00, Fr 12:00-04:00, Sa-Su 10:30-04:00",
  "servesCuisine": [
    "american",
    "pub",
    "brunch"
  ],
  "hasMenu": "https://www.tannersmiths.com/menus/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://order.toasttab.com/online/tanner-smiths",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Tanner Smith's

> bar or pub (american, pub, brunch) in West 55th Street 204 10019, New York cafes and bars. Phone +1-646-590-2034.

## Book or order directly

- Order: https://order.toasttab.com/online/tanner-smiths (through toast acting for the business)
- Menu: https://www.tannersmiths.com/menus/

## Opening hours

Mo-Tu 12:00-02:00, We-Th 12:00-03:00, Fr 12:00-04:00, Sa-Su 10:30-04:00

## About

- Website: https://tannersmiths.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 (FoodEstablishment).** address, phone
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours.
- **Toast works with agents through its partners.** Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. 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
217 of 1612 in New York cafes and bars. Top 13% 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 | 98% | yes |
| Publish the menu or price list as HTML | 96% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 99% | yes |
| Structured data with address, phone and hours | 24% | no |
| Have an llms.txt | 11% | no |

Nearest places with a similar menu: Bartley Dunne's (B, 129 m, https://directindex.org/r/bartleysnyc.com); Haswell Green's (B, 268 m, https://directindex.org/r/haswellgreens.com); Winnie's (B, 271 m, https://directindex.org/r/winniesbroadway.com); The Three Monkeys (B, 420 m, https://directindex.org/r/thethreemonkeysbar.com); Hurley's (A, 574 m, https://directindex.org/r/hurleysnyc.com); The Elgin (B, 676 m, https://directindex.org/r/elginnyc.com); Jack's All Day (A, 757 m, https://directindex.org/r/jacksalldaynyc.com); Dot’s Cafe (B, 880 m, https://directindex.org/r/dotscafenyc.com); Birdland Jazz Club (B, 907 m, https://directindex.org/r/birdlandjazz.com); Kevin's Pub (C, 957 m, https://directindex.org/r/kevinspubnyc.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 BentoBox 84% (96% A or B, 951 sites); Sites using Toast 74% (63% A or B, 1884 sites); This site 83.1%.

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

## Businesses like Tanner Smith's in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York cafes and bars | 1612 | 46% | 30% | 83.1% |
| Built with BentoBox in New York cafes and bars | 109 | 84% | 94% | 83.1% |
| Using Toast in New York cafes and bars | 81 | 77% | 69% | 83.1% |
| Built with BentoBox and using Toast in New York cafes and bars | 29 | 84% | 100% | 83.1% |

The best of Built with BentoBox and using Toast in New York cafes and bars: Black Iron Burger (A 90.8%, https://directindex.org/r/blackironburger.com); Dutch Freds (A 90.8%, https://directindex.org/r/dutchfreds.com); Flying Cock (A 90.8%, https://directindex.org/r/theflyingcocknyc.com); The Shakespeare (A 87.7%, https://directindex.org/r/theshakespearenyc.com); Verona Inn (A 87.7%, https://directindex.org/r/veronainn.com).

With the fix above (Structured data is incomplete) the score would be about 87.7%: 72nd of 1,612 in New York cafes and bars, up from 217th.

## The direct record
What agents get for Tanner Smith's, as JSON: https://directindex.org/api/direct/tannersmiths.com
- Book: none on record
- Order: https://order.toasttab.com/online/tanner-smiths (vendor on own site: Toast; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.tannersmiths.com/menus/ (html_page; from the scan)
- Hours: Mo-Tu 12:00-02:00, We-Th 12:00-03:00, Fr 12:00-04:00, Sa-Su 10:30-04:00 (from OpenStreetMap)
- Phone: +1-646-590-2034
- Stable links that count: https://directindex.org/go/tannersmiths.com/order, https://directindex.org/go/tannersmiths.com/menu

## 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, Toast: Through partners. Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 19 | 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/tannersmiths.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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

Deep report: https://directindex.org/r/tannersmiths.com/deep. 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.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=tannersmiths.com&force=1
