# Torrance Art Museum: Agent-Direct Score C (58.5%)

Site: https://www.torranceartmuseum.com
Report: https://directindex.org/r/torranceartmuseum.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
Torrance Art Museum is partly visible to agents.

## Direct links
- Phone: +1 310 618-6388

## What to fix first
- **No way to buy tickets online.** (+15 points) Agents have nothing to act on. Add a ticket or booking page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **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
- **Structured data is incomplete.** (+2 points) Missing: telephone. Guide: https://directindex.org/guides/structured-data-restaurant
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## 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": "Torrance Art Museum",
  "url": "https://www.torranceartmuseum.com",
  "telephone": "+1 310 618-6388",
  "email": "TorranceArtMuseum@TorranceCA.Gov",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Civic Center Drive 3320"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 33.8401085,
    "longitude": -118.3431785
  },
  "openingHours": "Tu-Sa 11:00-17:00; Su-Mo off",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "11:00",
      "closes": "17:00"
    }
  ]
}
</script>
```

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

```
# Torrance Art Museum

> museum in Civic Center Drive 3320, Los Angeles tours, attractions and museums. Phone +1 310 618-6388.

## Opening hours

Tu-Sa 11:00-17:00; Su-Mo off

## About

- Website: https://www.torranceartmuseum.com
- 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 key AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- **Structured data present (LocalBusiness).** address, opening hours

## Where it stands
19 of 101 in Los Angeles tours, attractions and museums. Top 19% 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 | 73% | no |
| Publish the menu or price list as HTML | 0% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes |
| Structured data with address, phone and hours | 9% | no |
| Have an llms.txt | 18% | no |

Nearest places in the index: Madrona Marsh Nature Center (C, 1257 m, https://directindex.org/r/friendsofmadronamarsh.com); Torrance Historical Society Museum (C, 2371 m, https://directindex.org/r/torrancehistoricalsociety.org).

## 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.

Against its peers: Sites built with Squarespace 65% (47% A or B, 7027 sites); This site 58.5%.

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

## Businesses like Torrance Art Museum in Los Angeles tours, attractions and museums

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Los Angeles tours, attractions and museums | 101 | 38% | 2% | 58.5% |
| Built with Squarespace in Los Angeles tours, attractions and museums | 8 | 54% | 13% | 58.5% |

The best of Built with Squarespace in Los Angeles tours, attractions and museums: Schindler House and Studio (B 75%, https://directindex.org/r/makcenter.org); Heritage Square (C 63.1%, https://directindex.org/r/heritagesquare.org); International Printing Museum (C 63.1%, https://directindex.org/r/printmuseum.org); Museum of Latin American Art (C 63.1%, https://directindex.org/r/molaa.org); Santa Monica Pier (F 38.5%, https://directindex.org/r/santamonicapier.org).

With the three fixes above (No way to buy tickets online; No tickets and prices found; Structured data is incomplete) the score would be about 95.4%: first of 101 in Los Angeles tours, attractions and museums.

## The direct record
What agents get for Torrance Art Museum, as JSON: https://directindex.org/api/direct/torranceartmuseum.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: Tu-Sa 11:00-17:00; Su-Mo off (closed now) (from OpenStreetMap)
- Phone: +1 310 618-6388

## 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): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- 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): not measured

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 13 | 25 |
| Actionable | 0 | 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/torranceartmuseum.com
- 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: yes
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Deep report: https://directindex.org/r/torranceartmuseum.com/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=torranceartmuseum.com&force=1