# The Lazy Llama Coffehouse & Creperie: Agent-Direct Score D (47.7%)

Site: https://www.thelazyllama.info/
Report: https://directindex.org/r/thelazyllama.info
Scanned: 2026-10-16 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
The Lazy Llama Coffehouse & Creperie is hard for agents to use.
AI assistants cannot open the website of The Lazy Llama Coffehouse & Creperie, so they rely on what other sites say about it.

## Direct links
- Order directly: https://www.thelazyllama.info/online-ordering (on the business's own site)
- Menu: https://www.thelazyllama.info/_files/ugd/5c8082_d60af5c5e49c475696aba0d9b86f94da.pdf
- Phone: +1-678-839-4612

## What to fix first
- **The site turns every visitor without a browser away, AI agents included.** (+25 points) A plain fetch was refused (cloudflare_challenge); only a real browser got the page. Every AI crawler and agent is turned away the same way, so Reachable scores 0 and the rest is measured on the rendered page. Ask the host to let the AI user agents through. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as HTML, keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai

## 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": "The Lazy Llama Coffehouse & Creperie",
  "url": "https://www.thelazyllama.info/",
  "telephone": "+1-678-839-4612",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "17th Street Northwest 361",
    "postalCode": "30363",
    "addressLocality": "Atlanta"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 33.7914381,
    "longitude": -84.3982082
  },
  "openingHours": "Mo-Fr 07:00-17:00; Sa 08:00-16:00; Su off",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "07:00",
      "closes": "17:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday"
      ],
      "opens": "08:00",
      "closes": "16:00"
    }
  ],
  "servesCuisine": [
    "brunch"
  ],
  "hasMenu": "https://www.thelazyllama.info/_files/ugd/5c8082_d60af5c5e49c475696aba0d9b86f94da.pdf",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.thelazyllama.info/online-ordering",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** There is no robots.txt, which allows everything.
- **Structured data present (LocalBusiness).** address, phone
- **Ordering on your own site.** Agents can order without a marketplace in the loop.

## Where it stands
88 of 139 in Atlanta cafes and bars. Top 63% 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 | 93% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 86% | no |
| Structured data with address, phone and hours | 36% | no |
| Have an llms.txt | 14% | no |

Nearest places in the index: LaVazza (D, 301 m, https://directindex.org/r/atlanticstation.com); May Peel (C, 920 m, https://directindex.org/r/granadaatlanta.com); Aveline (F, 945 m, https://directindex.org/r/avelinebaratl.com); Spice Atlanta (D, 1013 m, https://directindex.org/r/spiceatl.com); Toastique (F, 1015 m, https://directindex.org/r/toastique.com); 1231 Rooftop Bar (D, 1035 m, https://directindex.org/r/1231rooftopbar.com); MetroFresh Uptown (D, 1102 m, https://directindex.org/r/metrofreshatl.com); Monday Night Brewing - The Grove (C, 1148 m, https://directindex.org/r/mondaynightbrewing.com); The Office Bar (B, 1210 m, https://directindex.org/r/theofficebaratl.com); For Five Coffee Roasters (A, 1218 m, https://directindex.org/r/forfivecoffee.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 Wix 51% (26% A or B, 5296 sites); This site 47.7%.

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

## Businesses like The Lazy Llama Coffehouse & Creperie in Atlanta cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Atlanta cafes and bars | 139 | 51% | 24% | 47.7% |
| Sites built with Wix in Atlanta cafes and bars | 15 | 54% | 27% | 47.7% |

The best of the sites built with Wix in Atlanta cafes and bars: Vintage Tavern (A 86.3%, https://directindex.org/r/vintagetavern.com); Universal Joint (B 82.5%, https://directindex.org/r/ujointbar.com); Publik Draft House (B 70.4%, https://directindex.org/r/publikatl.com); Golden Drops Cafe (B 70.3%, https://directindex.org/r/goldendropscafe.com); Rebel Teahouse (C 67.5%, https://directindex.org/r/rebelteahouse.com).

With the three fixes above (The site turns every visitor without a browser away, AI agents included; Structured data is incomplete; Menu or price list is a PDF) the score would be about 95.4%: first of 139 in Atlanta cafes and bars.

## The direct record
What agents get for The Lazy Llama Coffehouse & Creperie, as JSON: https://directindex.org/api/direct/thelazyllama.info
- Book: none on record
- Order: https://www.thelazyllama.info/online-ordering (own site; found by the scan of 2026-10-16, not yet tested)
- Menu: https://www.thelazyllama.info/_files/ugd/5c8082_d60af5c5e49c475696aba0d9b86f94da.pdf (pdf; from the scan)
- Hours: Mo-Fr 07:00-17:00; Sa 08:00-16:00; Su off (closed now) (from OpenStreetMap)
- Phone: +1-678-839-4612
- Stable links that count: https://directindex.org/go/thelazyllama.info/order, https://directindex.org/go/thelazyllama.info/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 (Square, Toast, or a vendor whose terms allow agents): no

Only a real browser got this page (a plain fetch got cloudflare_challenge); Readable and Actionable were measured on the rendered page.

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

## Agent readiness (Cloudflare)
Not measured for this scan.
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/thelazyllama.info/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/thelazyllama.info/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=thelazyllama.info&force=1