# Mount Wilson Observatory & Museum: Agent-Direct Score B (73.8%)

Site: https://www.mtwilson.edu
Report: https://directindex.org/r/mtwilson.edu
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Mount Wilson Observatory & Museum is mostly ready for agents.
An AI assistant can open Mount Wilson Observatory & Museum's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly on the site.

## Direct links
- Book directly: https://www.mtwilson.edu/observe/ (on the business's own site)
- Phone: +14044135484
- Address: 1 Park Pl South SE, 30303-2911, Atlanta

## Nearby, also direct
Places near Mount Wilson Observatory & Museum that take a booking or an order on their own website, with no marketplace in between.
- African American Museum (540 m): https://directindex.org/r/apexmuseum.org
- Atl-cruzers Electric Car And Segway Tours (550 m): https://directindex.org/r/atlcruzers.com
- Tours Of Atlanta (690 m): https://directindex.org/r/toursofatlanta.com
- Alamo Rent A Car (850 m): https://directindex.org/r/alamo.com
- College Football Hall of Fame (860 m): https://directindex.org/r/cfbhall.com

## What to fix first
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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 to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Mount Wilson Observatory & Museum",
  "url": "https://www.mtwilson.edu",
  "telephone": "+14044135484",
  "address": "1 Park Pl South SE, 30303-2911, Atlanta",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 33.754369,
    "longitude": -84.38884
  },
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.mtwilson.edu/observe/",
        "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.

```
# Mount Wilson Observatory & Museum

> organization in 1 Park Pl South SE, 30303-2911, Atlanta, Atlanta tours, attractions and museums. Phone +14044135484.

## Book or order directly

- Book: https://www.mtwilson.edu/observe/ (on the business's own site)

## About

- Website: https://www.mtwilson.edu
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Organization).** no address, phone or hours in it
- **Tickets on your own site.** Agents can buy tickets without going through a marketplace.

## Where it stands
15 of 125 in Atlanta tours, attractions and museums. Top 12% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | yes |
| Publish the menu or price list as HTML | 0% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | yes |
| Structured data with address, phone and hours | 54% | no |
| Have an llms.txt | 69% | no |

Nearest places in the index: Five Points Plaza (D, 183 m, https://directindex.org/r/seligenterprises.com); African American Museum (F, 540 m, https://directindex.org/r/apexmuseum.org); Atl-cruzers Electric Car And Segway Tours (B, 554 m, https://directindex.org/r/atlcruzers.com); Art Trail Community Musuem (F, 646 m, https://directindex.org/r/arttrail.co); Jet Set World Travel (D, 683 m, https://directindex.org/r/jetsetworldtravel.com); Paradise Haven Travels (D, 694 m, https://directindex.org/r/paradisehaventravels.com); Tours Of Atlanta (D, 694 m, https://directindex.org/r/toursofatlanta.com); LeTense Travel & Excursions (F, 795 m, https://directindex.org/r/plannetmarketing.com); Alamo Rent A Car (F, 854 m, https://directindex.org/r/alamo.com); College Football Hall of Fame (B, 862 m, https://directindex.org/r/cfbhall.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.


Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); This site 73.8%.

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

## Businesses like Mount Wilson Observatory & Museum in Atlanta tours, attractions and museums

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Atlanta tours, attractions and museums | 125 | 43% | 14% | 73.8% |
| Sites built with WordPress in Atlanta tours, attractions and museums | 44 | 53% | 18% | 73.8% |

The best of the sites built with WordPress in Atlanta tours, attractions and museums: Atl-cruzers Electric Car And Segway Tours (B 84.6%, https://directindex.org/r/atlcruzers.com); Choice Signature Luxury Car Rental - Atlanta GA (B 84.6%, https://directindex.org/r/choicesignature.com); The Peachtree Trolley Co. (B 84.6%, https://directindex.org/r/thepeachtreetrolley.com); William Breman Jewish Heritage Museum (B 77.5%, https://directindex.org/r/thebreman.org); Southern Culinary Tours (B 76.9%, https://directindex.org/r/southernculinarytours.com).

With the two fixes above (Structured data is incomplete; No tickets and prices found), the score would be about 95.4%, which would be first of 125 in Atlanta tours, attractions and museums.

## The direct record
What agents get for Mount Wilson Observatory & Museum, as JSON: https://directindex.org/api/direct/mtwilson.edu
- Book: https://www.mtwilson.edu/observe/ (own site; found by the scan of 2026-10-22, not yet tested)
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +14044135484
- Stable links that count: https://directindex.org/go/mtwilson.edu/book

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- 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

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 8 | 25 |
| Actionable | 15 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/mtwilson.edu
- 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: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- 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: yes

Keep watching this business (https://directindex.org/r/mtwilson.edu/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/mtwilson.edu/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=mtwilson.edu&force=1
