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

Lau Lau

laulauatx.com is mostly ready for agents.

Order directly: app.squareup.com/gift/ML15TAAB0HVQ3/order through square acting for the business

See what an AI agent reads on this site →

B
78.8%

63 of 80 points available

1/5

agent-readiness level, Basic Web Presence

3

things to fix

Action test, 2026-10-14: completed, an agent can reach the step before confirming. A Square booking or ordering page renders and can be used without a login.

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

Findings

What to fix first

  1. 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. How to fix it

  2. Structured data is incomplete +2 points

    Missing: telephone. 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: squarespace · 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 squarespace 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. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "CafeOrCoffeeShop",
  "name": "Lau Lau",
  "url": "https://www.laulauatx.com/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Guadalupe Street 3701$"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 30.3018877,
    "longitude": -97.7381113
  },
  "openingHours": "We-Mo 08:00-16:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday",
        "Monday"
      ],
      "opens": "08:00",
      "closes": "16:00"
    }
  ],
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://app.squareup.com/gift/ML15TAAB0HVQ3/order",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# Lau Lau

> cafe or coffee shop in Guadalupe Street 3701$, Austin cafes and bars.

## Book or order directly

- Order: https://app.squareup.com/gift/ML15TAAB0HVQ3/order (through square acting for the business)

## Opening hours

We-Mo 08:00-16:00

## About

- Website: https://www.laulauatx.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Where it stands

36 of 224 in Austin cafes and bars

Top 16% of the sites scanned in this index. Just above: Fleet Coffee B, Kick Butt Coffee B. Just below: Picnik B, Vegan Yacht B.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain91%yes
Publish the menu or price list as HTML96%no
Let AI crawlers in (no edge block, no robots.txt block)100%yes
Structured data with address, phone and hours43%no
Have an llms.txt35%no

The top tenth is the 23 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites built with Squarespace 7,027 sites65%47%78.8%
Sites using Square 779 sites69%48%78.8%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Back Lot119 mCno
Civil Goat Coffee coffee_shop134 mCyes
Counter Cafe brunch878 mCno
Crown and Anchor Pub fish_and_chips, burger, hot_dog, irish, mexican, sandwich1.1 kmFno
Draught House Pub & Brewery1.1 kmDno
Hole in the Wall1.4 kmByes
Littlefield Patio Cafe sandwich, coffee_shop1.4 kmDno
Lucky Lab Coffee coffee_shop1.5 kmCyes
Jo's Coffee Red River coffee_shop1.6 kmByes
O's Campus Cafe1.7 kmByes
Businesses like yours

Businesses like Lau Lau in Austin cafes and bars

GroupSitesAvg scoreA or BThis site
Same kind in Austin cafes and bars22448%26%78.8%
Built with Squarespace in Austin cafes and bars4267%50%78.8%
Using Square in Austin cafes and bars1270%67%78.8%
Built with Squarespace and using Square in Austin cafes and bars671%83%78.8%

The best of Built with Squarespace and using Square in Austin cafes and bars

Vegan Yacht B 78.8% · Angel Donuts and Treats B 77.5% · Klerjē Coffee B 71.3% · Texas Expresso B 70% · Terrazzo Tea D 50.8%

The climb

With the two fixes above (No menu or price list found; Structured data is incomplete) the score would be about 90%: 7th of 224 in Austin cafes and bars, up from 36th.

Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.

The direct record

What agents get for Lau Lau

The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/laulauatx.com, through the MCP tool direct_record and in the city feed /city/austin-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Orderapp.squareup.com/gift/ML15TAAB0HVQ3/order vendor on own site: Squareverified direct, 2026-10-14
Menunone on record
HoursWe-Mo 08:00-16:00 (closed now)from OpenStreetMap
Phonenone on record

Stable links that count: /go/laulauatx.com/order answer 302 to the links above; the count is the line "followed N direct links" on this page.

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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
Square, read 2026-10-15
Yes

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

Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Source. About Square · all vendors.

The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.

Agent readiness

Level 1 of 5, Basic Web Presence

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. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtyes
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 B

<a href="https://directindex.org/r/laulauatx.com"><img src="https://directindex.org/badge/laulauatx.com.svg" alt="Agent-Direct Score B" 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

Deep report 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.

Send the fixes to your web person
One email, the fixes and the link; nothing stored.