The Direct Index
Report · paris tours · scanned 2026-10-14

Cité des Sciences et de l'Industrie

cite-sciences.fr is mostly ready for agents.

Book directly: messervices.cite-sciences.fr/reservations on the business's own site · Order directly: www.cite-sciences.fr/fr/ressources/juniors/axel-ne-veut-pas- on the business's own site

B
70%

56 of 80 points available

0/5

agent-readiness level, Not Ready

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.

Findings

What to fix first

  1. No structured data for the business +14 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 for a restaurant. It is the one block every assistant reads first. How to fix it

  2. No menu or price list found +7 points

    Agents answer 'what do they offer' from marketplaces instead. Add a menu or price list page 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 Paris tours, attractions and museums. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · Front: cloudflare

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; add priceRange if you like. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Museum",
  "name": "Cité des Sciences et de l'Industrie",
  "url": "https://www.cite-sciences.fr/",
  "telephone": "+33 1 40 05 70 00",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Avenue Corentin Cariou 30",
    "postalCode": "75019",
    "addressLocality": "Paris"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 48.8957518,
    "longitude": 2.3879761
  },
  "openingHours": "Tu-Sa 10:00-18:00; Su 10:00-19:00",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "10:00",
      "closes": "18:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "10:00",
      "closes": "19:00"
    }
  ],
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "http://messervices.cite-sciences.fr/reservations",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.cite-sciences.fr/fr/ressources/juniors/axel-ne-veut-pas-changer",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# Cité des Sciences et de l'Industrie

> museum in Avenue Corentin Cariou 30 75019 Paris, Paris tours, attractions and museums. Phone +33 1 40 05 70 00.

## Book or order directly

- Book: http://messervices.cite-sciences.fr/reservations (on the business's own site)
- Order: https://www.cite-sciences.fr/fr/ressources/juniors/axel-ne-veut-pas-changer (on the business's own site)

## Opening hours

Tu-Sa 10:00-18:00; Su 10:00-19:00

## About

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

20 of 239 in Paris tours, attractions and museums

Top 8% of the sites scanned in this index. Just above: Musée de Montmartre B, Ami Voyages B. Just below: Jet Tours B, SeeWay Tour B.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain96%yes
Publish the menu or price list as HTML48%no
Let AI crawlers in (no edge block, no robots.txt block)96%yes
Structured data with address, phone and hours12%no
Have an llms.txt36%no

The top tenth is the 25 best-scoring reachable sites of the index at the last refresh.

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Little Villette584 mCno
Musée de la Musique747 mCyes
Carol Voyages931 mCno
Omra Discount by SLM travel & Umrah1.3 kmByes
Rotonde de la Villette1.9 kmCyes
Errances Voyages2.4 kmFno
Dhaka Travels2.5 kmCno
Soundar Travels2.5 kmDno
Ami Voyages2.9 kmByes
Musée des Moulages3.0 kmDno
Agent readiness

Level 0 of 5, Not Ready

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.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtno how
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 B

<a href="https://directindex.org/r/cite-sciences.fr"><img src="https://directindex.org/badge/cite-sciences.fr.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.

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