The Direct Index
Report · austin cafes bars · scanned 2026-10-14

Lucky Lab Coffee

luckylabcoffee.com is partly visible to agents.

Order directly: order.toasttab.com/egiftcards/luckylabcoffee through toast acting for the business

See what an AI agent reads on this site →

C
69.2%

45 of 65 points available

0/5

agent-readiness level, Not Ready

3

things to fix

Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.

Findings

What to fix first

  1. Structured data is incomplete +7 points

    Missing: address, telephone, opening hours. How to fix it

  2. Menu lives on another site +5 points

    The menu link points to toasttab.com, so the credit and the traffic go there. How to fix it

  3. No llms.txt no points, still worth doing

    Optional today, cheap to add: a short text file describing the business for language models. How to fix it

No one is listed yet to fix this in Austin cafes and bars. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · Front: cloudflare

Fix kit

What to paste

Filled from the business's own record and this scan. Check every line before it goes live; where it goes on your builder is in the guides.

Structured data (JSON-LD)

One block in the page's <head>, or in the builder's custom-code slot. Replace anything that is wrong; add priceRange if you like. Guide.

<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. Guide.

# 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.
Where it stands

57 of 240 in Austin cafes and bars

Top 24% of the sites scanned in this index. Just above: Café at the Loren C, Highland Lounge C. Just below: One Twenty 5 Café C, The Buzz Mill C.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain92%yes
Publish the menu or price list as HTML96%no
Let AI crawlers in (no edge block, no robots.txt block)96%yes
Structured data with address, phone and hours40%no
Have an llms.txt28%no

The top tenth is the 25 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites using Toast 1,749 sites74%62%69.2%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Littlefield Patio Cafe sandwich, coffee_shop268 mDno
Medici Roasting coffee_shop348 mByes
Texas Expresso coffee_shop880 mByes
Civil Goat Coffee coffee_shop1.4 kmCyes
Idlewild Coffee coffee_shop1.5 kmFno
Fleet Coffee coffee_shop2.0 kmByes
Black Sheep Coffee coffee_shop2.2 kmCyes
Starbucks coffee_shop2.3 kmCyes
Capital One Café coffee_shop, tea2.3 kmDno
La Colombe Coffee Roasters coffee_shop2.3 kmDno
Agent readiness

Level 0 of 5, Not Ready

The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtno how
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessyes
Assistants

What assistants answer

Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.

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.

Badge

Show the score

Owners who score well embed the badge; it links back here and updates with every scan.

Agent-Direct Score C

<a href="https://directindex.org/r/luckylabcoffee.com"><img src="https://directindex.org/badge/luckylabcoffee.com.svg" alt="Agent-Direct Score C" width="236" height="40"></a>
Owners

Own this business?

Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.

Rescan now Markdown

Send the fixes to your web person
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