# Lau Lau: Agent-Direct Score B (78.8%)

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

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

## What to fix first
- **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. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+2 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": "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.

```
# 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.
```

## 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
- **Ordering through square on your own domain.** No marketplace commission, and the guest stays yours.

## Where it stands
36 of 224 in Austin cafes and bars. Top 16% 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 in the index: Back Lot (C, 119 m, https://directindex.org/r/backlotatx.com); Civil Goat Coffee (C, 134 m, https://directindex.org/r/civilgoat.com); Counter Cafe (C, 878 m, https://directindex.org/r/countercafe.com); Crown and Anchor Pub (F, 1066 m, https://directindex.org/r/crownandanchorpub.com); Draught House Pub & Brewery (D, 1118 m, https://directindex.org/r/draughthouse.com); Hole in the Wall (B, 1359 m, https://directindex.org/r/theholeinthewallaustin.com); Littlefield Patio Cafe (D, 1408 m, https://directindex.org/r/utexas.edu); Lucky Lab Coffee (C, 1529 m, https://directindex.org/r/luckylabcoffee.com); Jo's Coffee Red River (B, 1572 m, https://directindex.org/r/joscoffee.com); O's Campus Cafe (B, 1698 m, https://directindex.org/r/oscampuscafe.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); Sites using Square 69% (47% A or B, 793 sites); This site 78.8%.

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

## Businesses like Lau Lau in Austin cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Austin cafes and bars | 224 | 48% | 27% | 78.8% |
| Built with Squarespace in Austin cafes and bars | 42 | 67% | 50% | 78.8% |
| Using Square in Austin cafes and bars | 12 | 70% | 67% | 78.8% |
| Built with Squarespace and using Square in Austin cafes and bars | 6 | 71% | 83% | 78.8% |

The best of Built with Squarespace and using Square in Austin cafes and bars: Vegan Yacht (B 78.8%, https://directindex.org/r/theveganyacht.com); Angel Donuts and Treats (B 77.5%, https://directindex.org/r/angeldonuts.com); Klerjē Coffee (B 71.3%, https://directindex.org/r/klerjecoffee.com); Texas Expresso (B 70%, https://directindex.org/r/etterharbinalumnicenter.com); Terrazzo Tea (D 50.8%, https://directindex.org/r/terrazzotea.com).

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.

## The direct record
What agents get for Lau Lau, as JSON: https://directindex.org/api/direct/laulauatx.com
- Book: none on record
- Order: https://app.squareup.com/gift/ML15TAAB0HVQ3/order (vendor on own site: Square; verified direct, 2026-10-14)
- Menu: none on record
- Hours: We-Mo 08:00-16:00 (closed now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/laulauatx.com/order

## 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, Square: Yes. 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. Read 2026-10-15: https://squareup.com/us/en/press/claude-chatgpt-integrations

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 13 | 25 |
| Actionable | 25 | 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/laulauatx.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/laulauatx.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=laulauatx.com&force=1