# Azucar Lounge: Agent-Direct Score B (84.6%)

Site: http://www.AzucarSF.com/
Report: https://directindex.org/r/azucarsf.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Azucar Lounge is mostly ready for agents.
An AI assistant can open Azucar Lounge's website. It can read what Azucar Lounge offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://www.azucarsf.com/reservations (on the business's own site)
- Order directly: https://www.toasttab.com/azucarsf/v2/online-order#!/ (through toast acting for the business)
- Menu: https://www.azucarsf.com/menu
- Phone: +14152552982
- Address: 299 9th St, 94103, San Francisco
- Prices: 5 prices on the site, the middle one $10.00

## Nearby, also direct
Places near Azucar Lounge that take a booking or an order on their own website, with no marketplace in between.
- Don Ramon's (320 m): https://directindex.org/r/donramonsrestaurantsf.com
- Los Yaquis (870 m): https://directindex.org/r/losyaquissanfran.com
- Papito (1.1 km): https://directindex.org/r/papitohayessf.com
- Taquerria Castillo B2 (1.1 km): https://directindex.org/r/taqueria-castillo.com

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## What the site tells visitors (Measured, not scored)
- **5 prices on the landing page, the middle one $10.00.** In San Francisco, the middle price of comparable sites that show prices is $17.50.

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Azucar Lounge",
  "url": "http://www.AzucarSF.com/",
  "telephone": "+14152552982",
  "address": "299 9th St, 94103, San Francisco",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.77390222,
    "longitude": -122.41165268
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.azucarsf.com/reservations",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.toasttab.com/azucarsf/v2/online-order#!/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Azucar Lounge

> local business (mexican) in 299 9th St, 94103, San Francisco, San Francisco. Phone +14152552982.

## Book or order directly

- Book: https://www.azucarsf.com/reservations (on the business's own site)
- Order: https://www.toasttab.com/azucarsf/v2/online-order#!/ (through toast acting for the business)
- Menu: https://www.azucarsf.com/menu

## About

- Website: http://www.AzucarSF.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 main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (LocalBusiness).** no address, phone or hours in it
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Booking on your own site.** Agents can book without going through a marketplace.
- **Ordering through toast on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
315 of 2391 in San Francisco. Top 13% of the sites scanned in this index.

| What the top 10% 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 | 89% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 55% | no |
| Have an llms.txt | 25% | no |

Nearest places with a similar menu: Don Ramon's (B, 315 m, https://directindex.org/r/donramonsrestaurantsf.com); El Tonayense (D, 586 m, https://directindex.org/r/tonayense.com); El Pípila (F, 646 m, https://directindex.org/r/elpipila.com); Los Yaquis (A, 868 m, https://directindex.org/r/losyaquissanfran.com); Papito (C, 1084 m, https://directindex.org/r/papitohayessf.com); Lindo Yucatan (C, 1105 m, https://directindex.org/r/lindoyucatan.com); Buena Vida Cantina (D, 1121 m, https://directindex.org/r/buenavidacantina.com); Taquerria Castillo B2 (B, 1126 m, https://directindex.org/r/taqueria-castillo.com); Cocina Mayah Restaurant (F, 1128 m, https://directindex.org/r/cocinamayahsf.com); Los Yucatecos (F, 1265 m, https://directindex.org/r/losyucatecos.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

The assistants were asked 22 everyday questions about San Francisco and named 113 places. Azucar Lounge wasn't one of them. See who was named: https://directindex.org/city/san-francisco/recommended


Compared with its peers: Sites built with Squarespace 61% (41% A or B, 32150 sites); Sites using Toast 73% (62% A or B, 6097 sites); This site 84.6%.

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

## Businesses like Azucar Lounge in San Francisco

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in San Francisco | 2391 | 49% | 32% | 84.6% |
| Sites built with Squarespace in San Francisco | 347 | 71% | 57% | 84.6% |
| Sites using Toast in San Francisco | 206 | 75% | 66% | 84.6% |
| Sites built with Squarespace and using Toast in San Francisco | 61 | 80% | 84% | 84.6% |

The best of the sites built with Squarespace and using Toast in San Francisco: Grubstake (A 100%, https://directindex.org/r/grubstakesf.com); City Smoke House (A 93.8%, https://directindex.org/r/citysmokehousesf.com); Saap Ver (A 93.8%, https://directindex.org/r/saapver.com); Uva Enoteca (A 93.8%, https://directindex.org/r/uvaenoteca.com); A16 (A 92.3%, https://directindex.org/r/a16pizza.com).

With the fix above (Structured data is incomplete), the score would be about 95.4%. That would be 42nd of 2,391 in San Francisco, up from 315th.

## The direct record
What agents get for Azucar Lounge, as JSON: https://directindex.org/api/direct/azucarsf.com
- Book: https://www.azucarsf.com/reservations (own site; found by the scan of 2026-10-24, not yet tested)
- Order: https://www.toasttab.com/azucarsf/v2/online-order#!/ (vendor on own site: Toast; found by the scan of 2026-10-24, not yet tested)
- Menu: https://www.azucarsf.com/menu (html_page; from the scan)
- Hours: none on record
- Phone: +14152552982
- Stable links that count: https://directindex.org/go/azucarsf.com/book, https://directindex.org/go/azucarsf.com/order, https://directindex.org/go/azucarsf.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): no
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Toast): yes

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 15 | 25 |
| Actionable | 15 | 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/azucarsf.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/azucarsf.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/azucarsf.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. 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=azucarsf.com&force=1