# LG’s Bar: Agent-Direct Score B (73.8%)

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

## Direct links
- Book directly: https://www.ladygregorys.com/button%20class= (on the business's own site)
- Order directly: https://www.toasttab.com/lady-gregorys-5260-n-clark-st/giftcards (through toast acting for the business)
- Menu: https://www.ladygregorys.com/menus/
- Phone: +1-312-888-9368

## What to fix first
- **Structured data is incomplete.** (+3 points) Missing: opening hours. 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": "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.

```
# 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.
```

## 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.

## Where it stands
172 of 914 in Chicago cafes and bars. Top 19% 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 | 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 |

Nearest places in the index: 80 Proof (F, 81 m, https://directindex.org/r/obudumountainresort.com); Old Town Ale House (F, 166 m, https://directindex.org/r/theoldtownalehouse.com); Utopian Tailgate (B, 180 m, https://directindex.org/r/utopiantailgate.com); Corcoran's Grill & Pub (B, 195 m, https://directindex.org/r/corcoransoldtown.com); North and Clark Café (C, 302 m, https://directindex.org/r/chicagohistory.org); Cocoa + Co. (C, 314 m, https://directindex.org/r/cocoaandco.com); The J. Parker (A, 610 m, https://directindex.org/r/jparkerchicago.com); The Rabbit Hole (D, 633 m, https://directindex.org/r/therabbitholechicago.com); Marge’s Still (C, 656 m, https://directindex.org/r/margeschicago.com); Butch McGuire’s (A, 735 m, https://directindex.org/r/butchmcguires.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 BentoBox 84% (96% A or B, 862 sites); Sites using Toast 74% (62% A or B, 1749 sites); This site 73.8%.

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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 19 | 25 |
| Actionable | 15 | 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/ladygregorys.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: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md)
- 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/ladygregorys.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=ladygregorys.com&force=1