The Direct Index
Report · Los Angeles tours, attractions and museums · scanned 2026-10-15

Madame Tussaud's

madametussauds.com is mostly ready for agents.

Book directly: www.madametussauds.com/hollywood/tickets/ on the business's own site

Score over 2 scans since 2026-10-14: 50% → 79%

See what an AI agent reads on this site →

B
78.8%

63 of 80 points available

1/5

agent-readiness level, Basic Web Presence

3

things to fix

Action test, 2026-10-14: completed, an agent can reach the step before confirming. Date, time and party-size controls are on the page, so an agent can get to the confirmation step.

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

Since the scan of 2026-10-14 (D then): fixed No booking or ordering path at all.

Findings

What to fix first

  1. Structured data is incomplete +7 points

    Missing: address, telephone, opening hours. 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. 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 Los Angeles tours, attractions and museums. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · Front: cloudflare · contact page /hollywood/information/contact-us/: nothing new; booking page /hollywood/tickets/: nothing new

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 your builder 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": "Madame Tussaud's",
  "url": "https://www.madametussauds.com/hollywood/",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Hollywood Boulevard 6933",
    "postalCode": "90028",
    "addressLocality": "Hollywood"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.1019411,
    "longitude": -118.3414286
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.madametussauds.com/hollywood/tickets/",
        "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.

# Madame Tussaud's

> museum in Hollywood Boulevard 6933 90028 Hollywood, Los Angeles tours, attractions and museums.

## Book or order directly

- Book: https://www.madametussauds.com/hollywood/tickets/ (on the business's own site)

## About

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

3 of 101 in Los Angeles tours, attractions and museums

Top 3% of the sites scanned in this index. Just above: Kidspace Children's Museum B, Heritage Square B. Just below: Pasadena Museum of History B, Schindler House and Studio B.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain91%yes
Publish the menu or price list as HTML9%no
Let AI crawlers in (no edge block, no robots.txt block)100%yes
Structured data with address, phone and hours9%no
Have an llms.txt18%no

The top tenth is the 11 best-scoring reachable sites of the index at the last refresh.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Hollywood Entertainment Museum99 mFno
Ripley's Believe It or Not! Odditoriums277 mCyes
The Hollywood Museum301 mCno
Guinness World Records Museum317 mCyes
Psychiatry: An Industry of Death Museum830 mCyes
Hollywood Heritage Museum881 mCno
Edmund D. Edelman Hollywood Bowl Museum1.2 kmDyes
Museum of Death1.2 kmDno
Paramount Pictures Studio Tour2.8 kmFno
Schindler House and Studio3.3 kmByes
Businesses like yours

Businesses like Madame Tussaud's in Los Angeles tours, attractions and museums

GroupSitesAvg scoreA or BThis site
Same kind in Los Angeles tours, attractions and museums10143%7%78.8%

The best of Same kind in Los Angeles tours, attractions and museums

Kidspace Children's Museum B 84.6% · Heritage Square B 83.1% · Pasadena Museum of History B 75.4% · Schindler House and Studio B 75% · Museum of Tolerance B 72.3%

The climb

With the two fixes above (Structured data is incomplete; No tickets and prices found) the score would be about 96.3%: first of 101 in Los Angeles tours, attractions and museums.

This site appears in 7 cities (7 places on madametussauds.com). Every city it is in →

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

The direct record

What agents get for Madame Tussaud's

The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/madametussauds.com, through the MCP tool direct_record and in the city feed /city/los-angeles-tours/direct.json.

PathLinkStatus
Bookwww.madametussauds.com/hollywood/tickets/ own sitefound by the scan of 2026-10-15, not yet tested
Ordernone on record
Menunone on record
Hoursnone on record
Phonenone on record

Stable links that count: /go/madametussauds.com/book answer 302 to the links above; the count is the line "followed N direct links" on this page.

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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
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 businessyes
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 B

<a href="https://directindex.org/r/madametussauds.com"><img src="https://directindex.org/badge/madametussauds.com.svg" alt="Agent-Direct Score B" 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.