# Liquid Lounge: Agent-Direct Score D (46.6%)

Site: http://liquidboise.com
Report: https://directindex.org/r/liquidboise.com
Scanned: 2026-11-12 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Liquid Lounge is hard for agents to use.
Some AI assistants are turned away by Liquid Lounge's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through femmevonfollies.com.

## Direct links
- Order directly: https://reddempress.square.site/ (through square acting for the business)
- Phone: +18136445494
- Address: 8502 N Armenia Ave Ste 1d, Tampa 33604-2577

## Nearby, also direct
Places near Liquid Lounge that take a booking or an order on their own website, with no marketplace in between.
- Fuego VIP Lounge (760 m): https://directindex.org/r/fuegolounge813.com

## What to fix first
- **The server turns AI crawlers away at the door.** (+10 points) Requests as GPTBot (http_403), ClaudeBot (http_403), PerplexityBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Booking through an unrecognised third party.** (+5 points) Check that the provider keeps your business as the seller of record. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **robots.txt blocks GPTBot, ClaudeBot, Google-Extended.** (+3.7 points) These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. Guide: https://directindex.org/guides/robots-txt-for-ai-agents
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business
- **The phone number on the site doesn't match the open map data.** The site shows +12083456620, but OpenStreetMap or Overture Maps lists +18136445494. An assistant that sees two numbers can't tell which one to trust. Fix whichever is wrong, on the site or in the map data at openstreetmap.org.

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Liquid Lounge",
  "url": "http://liquidboise.com",
  "telephone": "+18136445494",
  "address": "8502 N Armenia Ave Ste 1d, Tampa 33604-2577",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 28.0278952,
    "longitude": -82.4849353
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://reddempress.square.site/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

robots.txt. Add these lines to /robots.txt and delete any Disallow rule that names these crawlers.

```
# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /
```

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

```
# Liquid Lounge

> organization in 8502 N Armenia Ave Ste 1d, Tampa 33604-2577, Tampa cafes and bars. Phone +18136445494.

## Book or order directly

- Order: https://reddempress.square.site/ (through square acting for the business)

## About

- Website: http://liquidboise.com
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **Structured data found (Organization).** no address, phone or hours in it
- **Ordering through square on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
201 of 320 in Tampa cafes and bars. Top 63% of the sites scanned in this index.

| What the top 10% 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 | 100% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 94% | no |
| Structured data with address, phone and hours | 33% | no |
| Have an llms.txt | 48% | no |

Nearest places in the index: Beer & Brownies Music Lounge (F, 381 m, https://directindex.org/r/loungebnb.com); Got Tea (D, 439 m, https://directindex.org/r/got-tea.com); Ding Tea Tampa (F, 458 m, https://directindex.org/r/dingteatampa.com); Fuego VIP Lounge (C, 761 m, https://directindex.org/r/fuegolounge813.com); OverFlow Nutrition Tampa-Home Club (D, 2123 m, https://directindex.org/r/herbalife.com); Honeysuckle Bar (F, 2420 m, https://directindex.org/r/runinout.com); Golden Anchor Tavern (D, 2558 m, https://directindex.org/r/openingtimes.co); The Sawmill - A Lumberjack Bar (C, 2915 m, https://directindex.org/r/liquordepottampa.com); Chewy's Lounge (F, 2960 m, https://directindex.org/r/smrttb.com); El Sol Hand-made Cigars (D, 3330 m, https://directindex.org/r/elsolcigars.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.


Compared with its peers: Sites using Square 65% (42% A or B, 5448 sites); This site 46.6%.

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

## Businesses like Liquid Lounge in Tampa cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Tampa cafes and bars | 320 | 53% | 32% | 46.6% |
| Sites using Square in Tampa cafes and bars | 10 | 70% | 50% | 46.6% |

The best of the sites using Square in Tampa cafes and bars: Tango Brew (A 87.5%, https://directindex.org/r/tangobrew.com); Ginger Beard Coffee (A 85.9%, https://directindex.org/r/gingerbeardcoffee.com); theluckytigre (B 80%, https://directindex.org/r/theluckytigre.com); BarrieHaus Beer Co (B 76.3%, https://directindex.org/r/barriehaus.com); Williamsburg Cucina Caffe' e Bottega (B 72.3%, https://directindex.org/r/williamsburgcucina.com).

With the three fixes above (The server turns AI crawlers away at the door; No menu or price list found; Structured data is incomplete), the score would be about 82%. That would be 37th of 320 in Tampa cafes and bars, up from 201st.

## The direct record
What agents get for Liquid Lounge, as JSON: https://directindex.org/api/direct/liquidboise.com
- Book: none on record
- Order: https://reddempress.square.site/ (vendor on own site: Square; found by the scan of 2026-11-12, not yet tested)
- Menu: none on record
- Hours: none on record
- Phone: +18136445494
- Stable links that count: https://directindex.org/go/liquidboise.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): 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): yes
- 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 11.3 | 25 |
| Readable | 9 | 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/liquidboise.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md)
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: yes
- 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

Keep watching this business (https://directindex.org/r/liquidboise.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/liquidboise.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. 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=liquidboise.com&force=1