The Direct Index
Report · Mexico City tours, attractions and museums · scanned 2026-10-14

Museo del Chocolate

mucho.org.mx is hard for agents to use.

Esta página en español

Book directly: www.mucho.org.mx/la-mesa-del-cacao-mexicano-ii.html on the business's own site

See what an AI agent reads on this site →

D
45.9%

36.7 of 80 points available

1/5

agent-readiness level, Basic Web Presence

4

things to fix

Action test, 2026-10-14: failed, an agent cannot act here. The page has nothing an agent can act on.

Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.

Findings

What to fix first

  1. No structured data for the business +15 points

    Add schema.org JSON-LD for the business (TouristAttraction, Museum, TravelAgency or the closest type, with name, address, telephone and openingHoursSpecification). It is the one block every assistant reads first; the fix kit below has it filled in. How to fix it

  2. No tickets and prices found +7 points

    Agents answer 'what does it cost and when' from marketplaces instead. Add a page with tickets, times and prices as text and link it from the homepage. How to fix it

  3. The server turns AI crawlers away at the door +3.3 points

    Live fetches as ClaudeBot (challenge:attention required) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. How to fix it

  4. 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 Mexico City tours, attractions and museums. List your agency or yourself: free, reviewed by hand.

Already right

Builder: weebly · Front: cloudflare · Cloudflare in front; AI crawlers blocked at the edge

Fix kit

What to paste

Filled from the business's own record and this scan. Check every line before it goes live; where it goes on weebly 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. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Museum",
  "name": "Museo del Chocolate",
  "url": "http://www.mucho.org.mx/",
  "telephone": "+52 55 5535 0410",
  "email": "contacto@mucho.org.mx",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Calle Milán 45",
    "postalCode": "06600",
    "addressLocality": "Ciudad de México"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 19.4294404,
    "longitude": -99.1572242
  },
  "openingHours": "Mo-Su 11:00-17:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [],
      "opens": "11:00",
      "closes": "17:00"
    }
  ],
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.mucho.org.mx/la-mesa-del-cacao-mexicano-ii.html",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>

llms.txt

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

# Museo del Chocolate

> museum in Calle Milán 45 06600 Ciudad de México, Mexico City tours, attractions and museums. Phone +52 55 5535 0410.

## Book or order directly

- Book: https://www.mucho.org.mx/la-mesa-del-cacao-mexicano-ii.html (on the business's own site)

## Opening hours

Mo-Su 11:00-17:00

## About

- Website: http://www.mucho.org.mx/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Where it stands

11 of 42 in Mexico City tours, attractions and museums

Top 26% of the sites scanned in this index. Just above: Travel Time D, Museo de Ripley D. Just below: Observatorio Interactivo de Hundimiento y Fracturamiento D, LagoAlgo D.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain40%yes
Publish the menu or price list as HTML20%no
Let AI crawlers in (no edge block, no robots.txt block)70%no
Structured data with address, phone and hours0%no
Have an llms.txt30%no

The top tenth is the 10 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites built with Weebly 719 sites35%0%45.9%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Museo de Ripley108 mDno
Monumento a la Revolución797 mFno
Museo Padre Pro857 mFno
MODO - Museo del Objeto del Objeto1.0 kmFno
Museo Memoria y Tolerancia1.4 kmCyes
Biblioteca Vasconcelos2.1 kmFno
Apolo Platinum2.1 kmCno
Museo del Tequila y el Mezcal2.2 kmDno
Fundación Herdez2.7 kmCno
Palacio de la Escuela de Medicina2.7 kmFno
Businesses like yours

Businesses like Museo del Chocolate in Mexico City tours, attractions and museums

GroupSitesAvg scoreA or BThis site
Same kind in Mexico City tours, attractions and museums4233%5%45.9%
Built with Weebly in Mexico City tours, attractions and museums146%0%45.9%

The best of Same kind in Mexico City tours, attractions and museums

San Angel Inn B 77.5% · Palacio de la Autonomía B 74.4% · Museo Memoria y Tolerancia C 58.8% · Museo Nacional de la Acuarela Alfredo Guati Rojo C 58.5% · Museo Salón Posada C 56.9%

The climb

With the three fixes above (No structured data for the business; No tickets and prices found; The server turns AI crawlers away at the door) the score would be about 77.5%: first of 42 in Mexico City tours, attractions and museums.

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

Agent readiness

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.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtyes
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessno
Assistants

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.

Badge

Show the score

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

Agent-Direct Score D

<a href="https://directindex.org/r/mucho.org.mx"><img src="https://directindex.org/badge/mucho.org.mx.svg" alt="Agent-Direct Score D" width="236" height="40"></a>
Owners

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.

Send the fixes to your web person
One email, the fixes and the link; nothing stored.