# Truhlsen-Marmor Museum of the Eye: Agent-Direct Score F (37.5%)

Site: https://www.aao.org/museum-of-the-eye
Report: https://directindex.org/r/aao.org
Scanned: 2026-10-14 (Provisional: the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Truhlsen-Marmor Museum of the Eye is largely invisible to agents.

## Direct links
- Book directly: https://www.aao.org/annual-meeting/hotel-reservation (on the business's own site)

## What to fix first
- **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. Guide: https://directindex.org/guides/structured-data-restaurant
- **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. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing
- **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. Guide: https://directindex.org/guides/menu-pdf-ai

## Fix kit: What to paste

Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong.

```html
<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>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents.
- **Tickets on your own site.** Agents can buy tickets without a marketplace in the loop.

## Where it stands
51 of 87 in San Francisco tours, attractions and museums. Top 59% of the sites scanned in this index.

| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 90% | yes |
| Publish the menu or price list as HTML | 10% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 90% | no |
| Structured data with address, phone and hours | 10% | no |
| Have an llms.txt | 20% | yes |

Nearest places in the index: Umbrella Alley (C, 88 m, https://directindex.org/r/umbrellaalley.com); San Francisco Maritime Visitor Center (F, 104 m, https://directindex.org/r/nps.gov); Cartoon Art Museum (D, 137 m, https://directindex.org/r/cartoonart.org); Fisherman's Wharf (C, 364 m, https://directindex.org/r/fishermanswharf.org); Ripley's Believe it or Not (F, 451 m, https://directindex.org/r/ripleys.com); Musée Mécanique (F, 490 m, https://directindex.org/r/museemecanique.com); Pier 39 Sea Lions (F, 884 m, https://directindex.org/r/pier39.com); Cable Car Powerhouse and Barn (F, 1494 m, https://directindex.org/r/cablecarmuseum.org); Haas-Lilienthal House (C, 1538 m, https://directindex.org/r/haas-lilienthalhouse.org); The Beat Museum (D, 1558 m, https://directindex.org/r/kerouac.com).

## What assistants answer
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.

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

## Businesses like Truhlsen-Marmor Museum of the Eye in San Francisco tours, attractions and museums

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in San Francisco tours, attractions and museums | 87 | 33% | 3% | 37.5% |

The best of Same kind in San Francisco tours, attractions and museums: Golden Gate Fortune Cookie Factory (B 76.3%, https://directindex.org/r/goldengatefortunecookies.com); Tenderloin Museum (B 75%, https://directindex.org/r/tenderloinmuseum.org); Japanese Tea Garden (B 73.8%, https://directindex.org/r/gggp.org); Antique Vibrator Museum (C 67.5%, https://directindex.org/r/goodvibes.com); GLBT History Museum (C 67.5%, https://directindex.org/r/glbthistory.org).

With the three fixes above (No structured data for the business; The server turns AI crawlers away at the door; No tickets and prices found) the score would be about 77.5%: first of 87 in San Francisco tours, attractions and museums.

## The direct record
What agents get for Truhlsen-Marmor Museum of the Eye, as JSON: https://directindex.org/api/direct/aao.org
- Book: https://www.aao.org/annual-meeting/hotel-reservation (own site; could not verify: failed (2026-10-14))
- Order: none on record
- Menu: none on record
- Hours: We-Su 11:00-16:30 (open now) (from OpenStreetMap)
- Phone: none on record
- Stable links that count: https://directindex.org/go/aao.org/book

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 15 | 25 |
| Readable | 0 | 25 |
| Actionable | 15 | 30 |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/aao.org
- 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

Deep report: https://directindex.org/r/aao.org/deep. 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.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=aao.org&force=1