# The Flan Factory: Agent-Direct Score B (83.1%)

Site: https://www.flanfactory.com/
Report: https://directindex.org/r/flanfactory.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.)
The Flan Factory is mostly ready for agents.
An AI assistant can open The Flan Factory's website. It can read what The Flan Factory offers. It finds a way to book or order directly, through Square.

## Direct links
- Order directly: https://flanfactory.square.site/ (through square acting for the business)
- Menu: https://www.flanfactory.com/menu
- Phone: +1-813-402-2400
- Address: 1718 North Nebraska Avenue, Tampa, FL 33602

## Nearby, also direct
Places near The Flan Factory that take a booking or an order on their own website, with no marketplace in between.
- Jimmy's Tacos (1.1 km): https://directindex.org/r/jimmystacosfl.com
- El Puerto Restaurant & Grill (1.1 km): https://directindex.org/r/elpuertoybor.com
- Rasoi (1.1 km): https://directindex.org/r/rasoitampa.com
- Due Amici (1.2 km): https://directindex.org/r/dueamiciybor.com

## What to fix first
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **The phone number on the site doesn't match the open map data.** The site shows 8134869276, but OpenStreetMap or Overture Maps lists +1-813-402-2400. 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": "Restaurant",
  "name": "The Flan Factory",
  "url": "https://www.flanfactory.com/",
  "telephone": "+1-813-402-2400",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "1718 North Nebraska Avenue",
    "postalCode": "33602",
    "addressLocality": "Tampa",
    "addressRegion": "FL"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 27.9601738,
    "longitude": -82.4514277
  },
  "servesCuisine": [
    "spanish",
    "cuban"
  ],
  "hasMenu": "https://www.flanfactory.com/menu",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://flanfactory.square.site/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (LocalBusiness).** address, phone
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering through square on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
179 of 821 in Tampa. Top 22% 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 | 99% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 67% | no |
| Have an llms.txt | 35% | yes |

Nearest places in the index: The Bricks Ybor (F, 692 m, https://directindex.org/r/thebricksybor.com); Buffalo Wild Wings (D, 1063 m, https://directindex.org/r/buffalowildwings.com); Ocean Ink: Raw Bar (C, 1063 m, https://directindex.org/r/oceaninkraw.com); Jimmy's Tacos (B, 1071 m, https://directindex.org/r/jimmystacosfl.com); El Puerto Restaurant & Grill (A, 1071 m, https://directindex.org/r/elpuertoybor.com); Bernini (D, 1088 m, https://directindex.org/r/berniniofybor.com); Rasoi (C, 1095 m, https://directindex.org/r/rasoitampa.com); Pepper’s Island Restaurant (D, 1114 m, https://directindex.org/r/peppersislandrestaurant.com); Ebbe (F, 1146 m, https://directindex.org/r/chefebbe.com); Due Amici (A, 1151 m, https://directindex.org/r/dueamiciybor.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.

The assistants were asked 22 everyday questions about Tampa and named 92 places. The Flan Factory wasn't one of them. See who was named: https://directindex.org/city/tampa/recommended


Compared with its peers: Sites built with Wix 51% (28% A or B, 50657 sites); Sites using Square 65% (42% A or B, 5448 sites); This site 83.1%.

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

## Businesses like The Flan Factory in Tampa

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Tampa | 821 | 58% | 42% | 83.1% |
| Sites built with Wix in Tampa | 12 | 69% | 50% | 83.1% |
| Sites using Square in Tampa | 4 | 80% | 100% | 83.1% |
| Sites built with Wix and using Square in Tampa | 1 | 83% | 100% | 83.1% |

The best of the sites using Square in Tampa: Pete’s Bagels (B 83.8%, https://directindex.org/r/petesbagels.com); Chanko (B 80%, https://directindex.org/r/chanko-ichiban.com); Psomi (B 72.3%, https://directindex.org/r/eatpsomi.com).

With the fix above (Structured data is incomplete), the score would be about 87.7%. That would be 111th of 821 in Tampa, up from 179th.

## The direct record
What agents get for The Flan Factory, as JSON: https://directindex.org/api/direct/flanfactory.com
- Book: none on record
- Order: https://flanfactory.square.site/ (vendor on own site: Square; found by the scan of 2026-11-12, not yet tested)
- Menu: https://www.flanfactory.com/menu (html_page; from the scan)
- Hours: none on record
- Phone: +1-813-402-2400
- Stable links that count: https://directindex.org/go/flanfactory.com/order, https://directindex.org/go/flanfactory.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): yes
- 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

Found one hop past the home page: menu page /menu: almost no text without JavaScript.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 19 | 25 |
| Actionable | 10 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/flanfactory.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: yes
- 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/flanfactory.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/flanfactory.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=flanfactory.com&force=1