# AndySunflower Café: Agent-Direct Score A (85%)

Site: https://www.andysunflowercafe.com/
Report: https://directindex.org/r/andysunflowercafe.com
Scanned: 2026-10-14 (Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.)
AndySunflower Café is ready for agents.

## Direct links
- Order directly: https://www.andysunflowercafe.com/the-menu (on the business's own site)
- Menu: https://www.andysunflowercafe.com/menu
- Phone: +1 312-961-3171

## What to fix first
- **Structured data is incomplete.** (+1 points) Missing: telephone. 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": "CafeOrCoffeeShop",
  "name": "AndySunflower Café",
  "url": "https://www.andysunflowercafe.com/",
  "telephone": "+1 312-961-3171",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "South Western Avenue 9920",
    "postalCode": "60643",
    "addressLocality": "Chicago"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 41.713189,
    "longitude": -87.6821141
  },
  "hasMenu": "https://www.andysunflowercafe.com/menu",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.andysunflowercafe.com/the-menu",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# AndySunflower Café

> cafe or coffee shop in South Western Avenue 9920 60643 Chicago, Chicago cafes and bars. Phone +1 312-961-3171.

## Book or order directly

- Order: https://www.andysunflowercafe.com/the-menu (on the business's own site)
- Menu: https://www.andysunflowercafe.com/menu

## About

- Website: https://www.andysunflowercafe.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 (LocalBusiness).** address, opening hours
- **Menu or price list is an HTML page.** Agents can read items and prices directly.
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
63 of 806 in Chicago cafes and bars. Top 8% 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 | 96% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 98% | yes |
| Structured data with address, phone and hours | 34% | no |
| Have an llms.txt | 21% | no |

Nearest places in the index: Horse Thief Hollow (B, 1037 m, https://directindex.org/r/horsethiefbrewing.com); Afro Joe's Coffee & Tea (C, 1166 m, https://directindex.org/r/afrojoes.com); Barney Callaghan’s Pub (C, 1437 m, https://directindex.org/r/linkjudionline.net); Ellie’s Cafe (F, 1919 m, https://directindex.org/r/elliescafe.com); Open Outcry Brewing Company (C, 2092 m, https://directindex.org/r/openoutcrybrewing.com); Wild Blossom Meadery & Winery (A, 2211 m, https://directindex.org/r/wildblossommeadery.com); 115 Bourbon Street (B, 3826 m, https://directindex.org/r/115bourbonstreet.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 Squarespace 65% (48% A or B, 7098 sites); This site 85%.

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

## Businesses like AndySunflower Café in Chicago cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Chicago cafes and bars | 806 | 47% | 28% | 85% |
| Built with Squarespace in Chicago cafes and bars | 153 | 67% | 42% | 85% |

The best of Built with Squarespace in Chicago cafes and bars: ERIS Brewery and Cider House (A 95%, https://directindex.org/r/erischicago.com); Loaf Lounge (A 95%, https://directindex.org/r/loafloungechicago.com); Diego (A 93.8%, https://directindex.org/r/diegochicago.com); Pilot Project Brewing (A 93.8%, https://directindex.org/r/pilotprojectbrewing.com); Randolph Tavern (A 93.8%, https://directindex.org/r/randolphtavern.com).

With the fix above (Structured data is incomplete) the score would be about 86.3%: 42nd of 806 in Chicago cafes and bars, up from 63rd.

## The direct record
What agents get for AndySunflower Café, as JSON: https://directindex.org/api/direct/andysunflowercafe.com
- Book: none on record
- Order: https://www.andysunflowercafe.com/the-menu (own site; could not verify: partial (2026-10-14))
- Menu: https://www.andysunflowercafe.com/menu (html_page; from the scan)
- Hours: none on record
- Phone: +1 312-961-3171
- Stable links that count: https://directindex.org/go/andysunflowercafe.com/order, https://directindex.org/go/andysunflowercafe.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

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 21 | 25 |
| Actionable | 22 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/andysunflowercafe.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

Deep report: https://directindex.org/r/andysunflowercafe.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=andysunflowercafe.com&force=1