LG’s Bar
ladygregorys.com is mostly ready for agents.
Book directly: www.ladygregorys.com/button%20class= on the business's own site · Order directly: www.toasttab.com/lady-gregorys-5260-n-clark-st/giftcards through toast acting for the business · Menu: www.ladygregorys.com/menus/
See what an AI agent reads on this site →
59 of 80 points available
agent-readiness level, Basic Web Presence
things to fix
Action test, 2026-10-14: failed, an agent cannot act here. The booking or ordering page is behind a challenge or a block.
Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.
What to fix first
- Structured data is incomplete +3 points
Missing: opening hours. How to fix it
- 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.
- Booking on your own site Agents can book without a marketplace in the loop.
- Ordering through toast on your own domain No marketplace commission, and the guest stays yours.
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)
One block in the page's <head>, or in the builder's custom-code slot. Replace anything that is wrong; add priceRange if you like. Guide.
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "BarOrPub",
"name": "LG’s Bar",
"url": "https://ladygregorys.com/",
"telephone": "+1-312-888-9368",
"address": {
"@type": "PostalAddress",
"streetAddress": "North Wells Street 1525",
"postalCode": "60610",
"addressLocality": "Chicago"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 41.909856,
"longitude": -87.634225
},
"acceptsReservations": "https://www.ladygregorys.com/button%20class=",
"hasMenu": "https://www.ladygregorys.com/menus/",
"potentialAction": [
{
"@type": "ReserveAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.ladygregorys.com/button%20class=",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
},
"result": {
"@type": "Reservation",
"name": "Reservation"
}
},
{
"@type": "OrderAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.toasttab.com/lady-gregorys-5260-n-clark-st/giftcards",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
}
}
]
}
</script>
llms.txt
Save as /llms.txt at the root of the site. Guide.
# LG’s Bar > bar or pub in North Wells Street 1525 60610 Chicago, Chicago cafes and bars. Phone +1-312-888-9368. ## Book or order directly - Book: https://www.ladygregorys.com/button%20class= (on the business's own site) - Order: https://www.toasttab.com/lady-gregorys-5260-n-clark-st/giftcards (through toast acting for the business) - Menu: https://www.ladygregorys.com/menus/ ## About - Website: https://ladygregorys.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
172 of 914 in Chicago cafes and bars
Top 19% of the sites scanned in this index. Just above: Fat Miilk Uptown B, L.A. Burdick Handmade Chocolates B. Just below: La Malinche Coffee & Tea House B, Lazy Bird B.
| What the top tenth 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 | 97% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 98% | yes |
| Structured data with address, phone and hours | 29% | no |
| Have an llms.txt | 18% | no |
The top tenth is the 93 best-scoring reachable sites of the index at the last refresh.
Against its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with BentoBox 862 sites | 84% | 96% | 73.8% |
| Sites using Toast 1,749 sites | 74% | 62% | 73.8% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| 80 Proof | 81 m | F | no |
| Old Town Ale House | 166 m | F | no |
| Utopian Tailgate | 180 m | B | no |
| Corcoran's Grill & Pub | 195 m | B | yes |
| North and Clark Café | 302 m | C | yes |
| Cocoa + Co. | 314 m | C | no |
| The J. Parker | 610 m | A | yes |
| The Rabbit Hole | 633 m | D | no |
| Marge’s Still | 656 m | C | yes |
| Butch McGuire’s | 735 m | A | yes |
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.
| Link headers on the homepage | no how |
| sitemap.xml | yes |
| AI bot rules in robots.txt | no how |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | no how |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | yes |
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/ladygregorys.com"><img src="https://directindex.org/badge/ladygregorys.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.