# Ludlow Bistró: Agent-Direct Score B (72.3%)

Site: https://www.ludlowmexico.com
Report: https://directindex.org/r/ludlowmexico.com
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Ludlow Bistró is mostly ready for agents.
An AI assistant can open Ludlow Bistró's website. It can read what Ludlow Bistró offers. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://www.ludlowmexico.com/reserva (on the business's own site)
- Menu: https://www.ludlowmexico.com/men%C3%BA
- Phone: 56 1376 9354
- Address: Av. Río Churubusco 601, 03330, Benito Juárez

## Nearby, also direct
Places near Ludlow Bistró that take a booking or an order on their own website, with no marketplace in between.
- Gyu Kaku (60 m): https://directindex.org/r/gyukaku.com.mx
- Berger Mitikah - Official Rolex Retailer (160 m): https://directindex.org/r/berger.com.mx
- Sushi Oyuki Coyoacán (240 m): https://directindex.org/r/sushitai.com.mx

## What to fix first
- **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant
- **Ordering only through ubereats.** (no points, but worth doing) 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/online-ordering-without-delivery-apps

## What the site tells visitors (Measured, not scored)
- **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Mexico City, 9.1% of comparable sites declare one.

## 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": "LocalBusiness",
  "name": "Ludlow Bistró",
  "url": "https://www.ludlowmexico.com",
  "telephone": "56 1376 9354",
  "address": "Av. Río Churubusco 601, 03330, Benito Juárez",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 19.360615,
    "longitude": -99.169157
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.ludlowmexico.com/reserva",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</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.
- **Menu or price list is an HTML page.** Agents can read the items and prices.
- **Booking on your own site.** Agents can book without going through a marketplace.

## Where it stands
291 of 1907 in Mexico City. Top 15% 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 | 94% | yes |
| Publish the menu or price list as HTML | 82% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 28% | no |
| Have an llms.txt | 39% | yes |

Nearest places in the index: Gyu Kaku (B, 56 m, https://directindex.org/r/gyukaku.com.mx); IQOS SHOP MITIKAH (D, 103 m, https://directindex.org/r/iqos.com); Restaurante el Palacio Centro Coyoacán (D, 143 m, https://directindex.org/r/victorinox.com); Berger Mitikah - Official Rolex Retailer (B, 155 m, https://directindex.org/r/berger.com.mx); Sushi Oyuki Coyoacán (A, 236 m, https://directindex.org/r/sushitai.com.mx); Fonda El Oasis (F, 327 m, https://directindex.org/r/fondaeloasis.com); Esquina de Amores (F, 435 m, https://directindex.org/r/esquinadeamores.com); El Sheik (D, 451 m, https://directindex.org/r/elsheik.com.mx); Instituto Mexicano de Realidades Mixtas (F, 482 m, https://directindex.org/r/inmer.mx); Sushi-itto Coyoacán (D, 485 m, https://directindex.org/r/sushi-itto.com.mx).

## 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 12 everyday questions about Mexico City and named 88 places. Ludlow Bistró wasn't one of them. See who was named: https://directindex.org/city/mexico-city/recommended


Compared with its peers: Sites built with Wix 54% (31% A or B, 42583 sites); Sites using Uber Eats 61% (32% A or B, 2269 sites); This site 72.3%.

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

## Businesses like Ludlow Bistró in Mexico City

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Mexico City | 1907 | 45% | 18% | 72.3% |
| Sites built with Wix in Mexico City | 163 | 68% | 49% | 72.3% |
| Sites using Uber Eats in Mexico City | 55 | 56% | 18% | 72.3% |
| Sites built with Wix and using Uber Eats in Mexico City | 7 | 58% | 14% | 72.3% |

The best of the sites built with Wix and using Uber Eats in Mexico City: Waldo’s Hamburguesas (C 67.2%, https://directindex.org/r/eatwaldos.com); La Casa de la Yeya (C 55.4%, https://directindex.org/r/layeya.com); Caldos Ben's (D 53.8%, https://directindex.org/r/caldosdegallinabens.com); Parrilladas Bariloche (D 53.8%, https://directindex.org/r/parrilladasbariloche.com); Taco 911 (D 50.8%, https://directindex.org/r/taco911.com.mx).

With the fix above (No structured data for the business), the score would be about 95.4%. That would be 13th of 1,907 in Mexico City, up from 291st.

## The direct record
What agents get for Ludlow Bistró, as JSON: https://directindex.org/api/direct/ludlowmexico.com
- Book: https://www.ludlowmexico.com/reserva (own site; found by the scan of 2026-10-22, not yet tested)
- Order: none on record
- Menu: https://www.ludlowmexico.com/men%C3%BA (html_page; from the scan)
- Hours: none on record
- Phone: 56 1376 9354
- Stable links that count: https://directindex.org/go/ludlowmexico.com/book, https://directindex.org/go/ludlowmexico.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, Toast, or a vendor whose terms allow agents): no

Found one hop past the home page: menu page /men%C3%BA: almost no text without JavaScript.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 7 | 25 |
| Actionable | 15 | 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/ludlowmexico.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: no

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