The Direct Index
Report · san francisco tours · scanned 2026-10-14

Truhlsen-Marmor Museum of the Eye

aao.org is largely invisible to agents.

Book directly: www.aao.org/annual-meeting/hotel-reservation on the business's own site

See what an AI agent reads on this site →

F
37.5%

30 of 80 points available

1/5

agent-readiness level, Basic Web Presence

3

things to fix

Action test, 2026-10-14: failed, an agent cannot act here. The booking or ordering page is behind a challenge or a block.

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. The server turns AI crawlers away at the door +10 points

    Live fetches as GPTBot (http_403), ClaudeBot (http_403), PerplexityBot (http_403) 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

  3. 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

No one is listed yet to fix this in San Francisco tours, attractions and museums. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · 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 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": "Truhlsen-Marmor Museum of the Eye",
  "url": "https://www.aao.org/museum-of-the-eye",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Beach Street 645"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.8065952,
    "longitude": -122.4202491
  },
  "openingHours": "We-Su 11:00-16:30",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday",
        "Sunday"
      ],
      "opens": "11:00",
      "closes": "16:30"
    }
  ],
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.aao.org/annual-meeting/hotel-reservation",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    }
  ]
}
</script>
Where it stands

51 of 87 in San Francisco tours, attractions and museums

Top 59% of the sites scanned in this index. Just above: Welcome Center F, Yerba Buena Center for the Arts Gallery F. Just below: California Academy of Sciences F, Internet Archive - Physical Archive F.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain90%yes
Publish the menu or price list as HTML10%no
Let AI crawlers in (no edge block, no robots.txt block)90%no
Structured data with address, phone and hours10%no
Have an llms.txt20%yes

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

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Umbrella Alley88 mCno
San Francisco Maritime Visitor Center104 mFno
Cartoon Art Museum137 mDno
Fisherman's Wharf364 mCno
Ripley's Believe it or Not451 mFno
Musée Mécanique490 mFno
Pier 39 Sea Lions884 mFno
Cable Car Powerhouse and Barn1.5 kmFno
Haas-Lilienthal House1.5 kmCno
The Beat Museum1.6 kmDno
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.

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.txtyes
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 F

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

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