# Sunflower: Agent-Direct Score B (73.8%)

Site: https://www.sunflowersf.com/
Report: https://directindex.org/r/luxury12obito.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.)
Sunflower is mostly ready for agents.

## Direct links
- Order directly: https://luxury12obito.com/ (on the business's own site)
- Phone: +1-415-861-2336

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **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": "Sunflower",
  "url": "https://www.sunflowersf.com/",
  "telephone": "+1-415-861-2336",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Connecticut Street 288",
    "postalCode": "94107"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.7626195,
    "longitude": -122.3976631
  },
  "servesCuisine": [
    "vietnamese"
  ],
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://luxury12obito.com/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Sunflower

> restaurant (vietnamese) in Connecticut Street 288 94107, San Francisco. Phone +1-415-861-2336.

## Book or order directly

- Order: https://luxury12obito.com/ (on the business's own site)

## About

- Website: https://www.sunflowersf.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.** There is no robots.txt, which allows everything.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (Organization).** but without address, phone or hours
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
376 of 1142 in San Francisco. Top 33% 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 | 94% | no |
| 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 |

Nearest places with a similar menu: Chuck’s Takeaway (B, 1786 m, https://directindex.org/r/chuckstakeaway.com); Hem by LeQuy (F, 2197 m, https://directindex.org/r/pholequy.com); Bun Mee (C, 2908 m, https://directindex.org/r/bunmee.co); Lee's Sandwiches (C, 2932 m, https://directindex.org/r/leesandwiches.com); Turtle Tower (B, 2965 m, https://directindex.org/r/turtletowersf.com); Tanglad (B, 3277 m, https://directindex.org/r/webflow.io).

## 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.

See what an AI agent reads on this site: https://directindex.org/r/luxury12obito.com/agent-view

## Businesses like Sunflower in San Francisco

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco | 1142 | 50% | 40% | 73.8% |

The best of Same kind in San Francisco: ABSteak (A 100%, https://directindex.org/r/absteaksf.com); La Méditerranée (A 100%, https://directindex.org/r/lamednoe.com); Lapisara (A 100%, https://directindex.org/r/lapisaraeatery.com); Piatti (A 100%, https://directindex.org/r/piatti.com); The Pawn Shop (A 100%, https://directindex.org/r/thepawnshopsf.com).

With the two fixes above (Structured data is incomplete; No menu or price list found) the score would be about 95.4%: 15th of 1,142 in San Francisco, up from 376th.

## The direct record
What agents get for Sunflower, as JSON: https://directindex.org/api/direct/luxury12obito.com
- Book: none on record
- Order: https://luxury12obito.com/ (own site; found by the scan of 2026-10-14, not yet tested)
- Menu: none on record
- Hours: none on record
- Phone: +1-415-861-2336
- Stable links that count: https://directindex.org/go/luxury12obito.com/order

## 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

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 8 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/luxury12obito.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md)
- 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: yes
- 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/luxury12obito.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=luxury12obito.com&force=1