Labriola

What to fix first

1. Booking only through opentable +5 points

   Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. How to fix it About this vendor

2. Structured data is incomplete +3 points

   Missing: opening hours. 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 Chicago cafes and bars. List your agency or yourself: free, reviewed by hand.

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 (FoodEstablishment) address, phone
• Menu or price list is an HTML page Agents can read items and prices directly.
• Ordering through toast on your own domain No marketplace commission, and the guest stays yours.
• Toast lets agents act only through its partners Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Read 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that is not a partner cannot finish the step there; a direct path on your own domain works for all of them.

Builder: bentobox · Front: cloudflare

What to paste

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

Structured data (JSON-LD) Copy

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": "Labriola",
  "url": "https://www.labriolacafe.com/",
  "telephone": "+1-312-955-3100",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "North Michigan Avenue 535",
    "postalCode": "60611",
    "addressLocality": "Chicago"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 41.8918935,
    "longitude": -87.6234418
  },
  "hasMenu": "https://www.labriolacafe.com/menu/cocktail-menu/",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.toasttab.com/labriola-chicago/v3",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt Copy

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

# Labriola

> cafe or coffee shop in North Michigan Avenue 535 60611 Chicago, Chicago cafes and bars. Phone +1-312-955-3100.

## Book or order directly

- Order: https://www.toasttab.com/labriola-chicago/v3 (through toast acting for the business)
- Menu: https://www.labriolacafe.com/menu/cocktail-menu/

## About

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

97 of 806 in Chicago cafes and bars

Top 12% of the sites scanned in this index. Just above: DryHop Brewers B, Galway Arms B. Just below: Lizzie McNeill‘s Irish Pub B, Marshall’s Landing B.

The top tenth is the 82 best-scoring reachable sites of the index at the last refresh.

Against its peers

Nearest places in the index

Businesses like Labriola in Chicago cafes and bars

The best of Built with BentoBox and using OpenTable in Chicago cafes and bars

D4 Irish Pub & Cafe A 87.7% · The J. Parker A 87.7% · Bandit A 86.3% · Cantina Rosa B 83.1% · Casa Chi B 83.1%

The climb

With the two fixes above (Booking only through opentable; Structured data is incomplete) the score would be about 95.4%: 5th of 806 in Chicago cafes and bars, up from 97th.

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

What agents get for Labriola

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/labriolacafe.com, through the MCP tool direct_record and in the city feed /city/chicago-cafes-bars/direct.json.

Stable links that count: /go/labriolacafe.com/order, /go/labriolacafe.com/menu 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.

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.

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

Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Source. About Toast · all vendors.

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

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.

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.

Show the score

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

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

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.