# Madame George: Agent-Direct Score A (92.3%)

Site: http://Madamegeorgenyc.com/
Report: https://directindex.org/r/madamegeorgenyc.com
Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Madame George is ready for agents.
An AI assistant can open Madame George's website. It can read what Madame George offers. To book or order, it is sent to OpenTable, a marketplace.

## Direct links
- Order directly: https://v1-madamegeorgenyc.getbento.com/private-events-form/ (through bentobox acting for the business)
- Menu: https://www.madamegeorgenyc.com/menus/
- Phone: +16464239081
- Address: 45 W 45th St, 10036, New York
- Its menu mentions: vegan options, vegetarian dishes

## Nearby, also direct
Places near Madame George that take a booking or an order on their own website, with no marketplace in between.
- Valerie (20 m): https://directindex.org/r/valerienewyorkcity.com
- Manhattan (20 m): https://directindex.org/r/cafemanhattan.com
- St. Pat's Bar & Grill (80 m): https://directindex.org/r/stpatsbar.com
- Pavé (80 m): https://directindex.org/r/pave46.com

## What to fix first
- **Booking only through opentable.** (+5 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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

## Fix kit: What to paste

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

```
# Madame George

> food establishment in 45 W 45th St, 10036, New York, New York cafes and bars. Phone +16464239081.

## Book or order directly

- Order: https://v1-madamegeorgenyc.getbento.com/private-events-form/ (through bentobox acting for the business)
- Menu: https://www.madamegeorgenyc.com/menus/

## About

- Website: http://Madamegeorgenyc.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 main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (FoodEstablishment).** address, phone, opening hours
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Ordering through bentobox on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
135 of 4114 in New York cafes and bars. Top 3% 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 | 97% | yes |
| Publish the menu or price list as HTML | 95% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 98% | yes |
| Structured data with address, phone and hours | 36% | yes |
| Have an llms.txt | 23% | no |

Nearest places in the index: Valerie (A, 15 m, https://directindex.org/r/valerienewyorkcity.com); Manhattan (B, 16 m, https://directindex.org/r/cafemanhattan.com); The Dawson (B, 60 m, https://directindex.org/r/thedawsonnyc.com); St. Pat's Bar & Grill (B, 75 m, https://directindex.org/r/stpatsbar.com); Pavé (B, 82 m, https://directindex.org/r/pave46.com); Lantern's Keep (D, 90 m, https://directindex.org/r/iroquoisny.com); Kevin's Pub (C, 99 m, https://directindex.org/r/kevinspubnyc.com); The Blue Bar (D, 104 m, https://directindex.org/r/algonquinhotel.com); Forty Four (D, 109 m, https://directindex.org/r/royaltonhotel.com); Megan's (C, 115 m, https://directindex.org/r/megansbarandkitchen.net).

## 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.

Recommended when people ask: "Good cocktails tonight, and I want to reserve a table for four." (Gemini)


Compared with its peers: Sites built with BentoBox 80% (86% A or B, 2383 sites); Sites using OpenTable 69% (51% A or B, 6523 sites); Sites using BentoBox 86% (92% A or B, 507 sites); This site 92.3%.

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

## Named by Gemini for "Good cocktails tonight, and I want to reserve a table for four" in New York cafes and bars, October 2026
- "Good cocktails tonight, and I want to reserve a table for four." (2026-10-26): Gemini with a link to this site. https://directindex.org/city/new-york-cafes-bars/recommended/cocktails-four
Named by 1 of 3 assistants asked. Badge: https://directindex.org/badge/named/madamegeorgenyc.com.svg

## Businesses like Madame George in New York cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in New York cafes and bars | 4114 | 48% | 27% | 92.3% |
| Sites built with BentoBox in New York cafes and bars | 237 | 80% | 81% | 92.3% |
| Sites using OpenTable in New York cafes and bars | 90 | 68% | 53% | 92.3% |
| Sites built with BentoBox and using OpenTable in New York cafes and bars | 13 | 82% | 92% | 92.3% |

The best of the sites built with BentoBox and using OpenTable in New York cafes and bars: Cafe Paradiso (A 95.4%, https://directindex.org/r/cafeparadisonyc.com); The Grey Dog - Columbus Circle (A 92.3%, https://directindex.org/r/thegreydog.com); Union Square Cafe (A 90.8%, https://directindex.org/r/unionsquarecafe.com); Apotheke NoMad (B 83.1%, https://directindex.org/r/apothekemixology.com); Paris Bar (B 83.1%, https://directindex.org/r/parisbarnyc.com).

With the fix above (Booking only through opentable), the score would be about 100%, which would be first of 4,114 in New York cafes and bars.

## The direct record
What agents get for Madame George, as JSON: https://directindex.org/api/direct/madamegeorgenyc.com
- Book: none on record
- Order: https://v1-madamegeorgenyc.getbento.com/private-events-form/ (vendor on own site: BentoBox; found by the scan of 2026-10-23, not yet tested)
- Menu: https://www.madamegeorgenyc.com/menus/ (html_page; from the scan)
- Hours: none on record
- Phone: +16464239081
- Stable links that count: https://directindex.org/go/madamegeorgenyc.com/order, https://directindex.org/go/madamegeorgenyc.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): 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, Toast, or a vendor whose terms allow agents): no
- Vendor terms for agents, BentoBox: Not stated. BentoBox's terms (last updated 5 January 2023) bar automated means such as spiders, robots and crawlers to download or scrape data, except search engines and public archives; they do not address an agent making a reservation for a person, and no agent programme was found. Read 2026-10-15: https://getbento.com/terms

Found one hop past the home page: menu page /menus/: menu schema.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 25 | 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/madamegeorgenyc.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

Keep watching this business (https://directindex.org/r/madamegeorgenyc.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/madamegeorgenyc.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=madamegeorgenyc.com&force=1