# Lucky Lab Coffee: Agent-Direct Score C (69.2%)

Site: https://www.luckylabcoffee.com/
Report: https://directindex.org/r/luckylabcoffee.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.)
Lucky Lab Coffee is partly visible to agents.

## Direct links
- Order directly: https://order.toasttab.com/egiftcards/luckylabcoffee (through toast acting for the business)

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Menu or price list lives on another site.** (+5 points) The link points to toasttab.com, so the credit and the traffic go there. 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": "CafeOrCoffeeShop",
  "name": "Lucky Lab Coffee",
  "url": "https://www.luckylabcoffee.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "San Antonio Street 2421",
    "postalCode": "78705",
    "addressLocality": "Austin"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 30.2885673,
    "longitude": -97.7420585
  },
  "openingHours": "Mo-Fr 06:30-17:00; Sa,Su 07:00-17:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday"
      ],
      "opens": "06:30",
      "closes": "17:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Saturday",
        "Sunday"
      ],
      "opens": "07:00",
      "closes": "17:00"
    }
  ],
  "servesCuisine": [
    "coffee shop"
  ],
  "hasMenu": "https://www.toasttab.com/catering/lucky-lab-coffee-catering-2421-san-antonio-streey-fzrwr/menu/catering%20menu?utm_source=undefined&amp;utm_content=home&amp;utm_medium=toast_sites&amp;utm_term=nav",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://order.toasttab.com/egiftcards/luckylabcoffee",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Lucky Lab Coffee

> cafe or coffee shop (coffee shop) in San Antonio Street 2421 78705 Austin, Austin cafes and bars.

## Book or order directly

- Order: https://order.toasttab.com/egiftcards/luckylabcoffee (through toast acting for the business)
- Menu: https://www.toasttab.com/catering/lucky-lab-coffee-catering-2421-san-antonio-streey-fzrwr/menu/catering%20menu?utm_source=undefined&amp;utm_content=home&amp;utm_medium=toast_sites&amp;utm_term=nav

## Opening hours

Mo-Fr 06:30-17:00; Sa,Su 07:00-17:00

## About

- Website: https://www.luckylabcoffee.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 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
63 of 224 in Austin cafes and bars. Top 28% 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 | 91% | yes |
| Publish the menu or price list as HTML | 96% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 43% | no |
| Have an llms.txt | 35% | no |

Nearest places with a similar menu: Medici Roasting (B, 348 m, https://directindex.org/r/mediciroasting.com); Civil Goat Coffee (C, 1412 m, https://directindex.org/r/civilgoat.com); Black Sheep Coffee (C, 2179 m, https://directindex.org/r/blacksheepcoffee.us); Starbucks (C, 2259 m, https://directindex.org/r/starbucks.com); Capital One Café (D, 2272 m, https://directindex.org/r/capitalone.com); Jo's Coffee Red River (B, 2305 m, https://directindex.org/r/joscoffee.com); My Name Is Joe Coffee (F, 2350 m, https://directindex.org/r/mynameisjoe.com); Halcyon (F, 2425 m, https://directindex.org/r/halcyoncoffeebar.com); Revolución Coffee + Juice (D, 2691 m, https://directindex.org/r/enjoyrev.com); Wright Bros. Brew & Brew (A, 2818 m, https://directindex.org/r/thebrewandbrew.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 using Toast 74% (63% A or B, 1884 sites); This site 69.2%.

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

## Businesses like Lucky Lab Coffee in Austin cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Austin cafes and bars | 224 | 48% | 27% | 69.2% |
| Using Toast in Austin cafes and bars | 14 | 71% | 43% | 69.2% |

The best of Using Toast in Austin cafes and bars: Gourmands Neighborhood Pub (A 90%, https://directindex.org/r/murraysaustin.com); Remedy (A 90%, https://directindex.org/r/remedyaustin.com); The Front Page (A 90%, https://directindex.org/r/thefrontpage.pub); Wright Bros. Brew & Brew (A 88.8%, https://directindex.org/r/thebrewandbrew.com); Le Café Crêpe (B 80%, https://directindex.org/r/cafecrepeofaustin.com).

With the two fixes above (Structured data is incomplete; Menu or price list lives on another site) the score would be about 87.7%: 13th of 224 in Austin cafes and bars, up from 63rd.

## The direct record
What agents get for Lucky Lab Coffee, as JSON: https://directindex.org/api/direct/luckylabcoffee.com
- Book: none on record
- Order: https://order.toasttab.com/egiftcards/luckylabcoffee (vendor on own site: Toast; found by the scan of 2026-10-14, not yet tested)
- Menu: https://www.toasttab.com/catering/lucky-lab-coffee-catering-2421-san-antonio-streey-fzrwr/menu/catering%20menu?utm_source=undefined&amp;utm_content=home&amp;utm_medium=toast_sites&amp;utm_term=nav (external; from the scan)
- Hours: Mo-Fr 06:30-17:00; Sa,Su 07:00-17:00 (open now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/luckylabcoffee.com/order, https://directindex.org/go/luckylabcoffee.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 | 10 | 25 |
| Actionable | 10 | 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/luckylabcoffee.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/luckylabcoffee.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=luckylabcoffee.com&force=1