The Direct Index
Report · Los Angeles tours, attractions and museums · scanned 2026-10-15

The Institute for Art and Olfaction

artandolfaction.com is hard for agents to use.

Score over 2 scans since 2026-10-14: 43% → 45%

See what an AI agent reads on this site →

D
44.6%

29 of 65 points available

1/5

agent-readiness level, Basic Web Presence

5

things to fix

Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.

Since the scan of 2026-10-14: fixed No booking or ordering path at all. new Booking only through a marketplace; The booking vendor's terms did not allow agents.

Findings

What to fix first

  1. No structured data for the business +14 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. Tickets only through eventbrite +12 points

    Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. How to fix it About this vendor

  3. Eventbrite's terms do not allow agents; a direct form on your own site would +12 points

    Eventbrite's terms of service (20 August 2025), section 13.1: users agree not to scrape, crawl or employ any automated means to extract data from the sites; the separate API terms cover developer apps, not agent booking. Read 2026-10-15: https://www.eventbrite.com/help/en-us/articles/251210/eventbrite-terms-of-service/. An agent that books or orders there acts against the vendor's terms; a form or booking page on your own domain has no such limit. How to fix it About this vendor

  4. 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

  5. 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 Los Angeles tours, attractions and museums. List your agency or yourself: free, reviewed by hand.

Already right

Builder: wordpress · Front: cloudflare · contact page /about/: nothing new

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 wordpress 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. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Museum",
  "name": "The Institute for Art and Olfaction",
  "url": "https://artandolfaction.com/",
  "telephone": "+1 213-616-1744",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Chung King Road 932",
    "postalCode": "90012",
    "addressLocality": "Los Angeles"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 34.0656154,
    "longitude": -118.2385854
  }
}
</script>

llms.txt

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

# The Institute for Art and Olfaction

> museum in Chung King Road 932 90012 Los Angeles, Los Angeles tours, attractions and museums. Phone +1 213-616-1744.

## About

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

56 of 100 in Los Angeles tours, attractions and museums

Top 56% of the sites scanned in this index. Just above: Museum of Contemporary Art D, Museum of Jurassic Technology D. Just below: Academy Museum of Motion Pictures D, Angels Flight D.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain91%no
Publish the menu or price list as HTML9%no
Let AI crawlers in (no edge block, no robots.txt block)100%yes
Structured data with address, phone and hours9%no
Have an llms.txt18%no

The top tenth is the 11 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites built with WordPress 36,926 sites58%29%44.6%
Sites using Eventbrite 45 sites54%20%44.6%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Italian American Museum of Los Angeles853 mDno
La Plaza United Methodist Church, Museum of Social Justice959 mFno
El Pueblo de Los Angeles Historical Monument975 mFyes
LA Plaza De Culturas Y Artes1.0 kmCyes
Chinese American Museum1.1 kmFno
Innes House1.5 kmByes
Gallery at REDCAT1.6 kmCyes
The Broad Museum1.7 kmCyes
Museum of Contemporary Art1.8 kmDno
Japanese American National Museum1.8 kmDyes
Businesses like yours

Businesses like The Institute for Art and Olfaction in Los Angeles tours, attractions and museums

GroupSitesAvg scoreA or BThis site
Same kind in Los Angeles tours, attractions and museums10043%7%44.6%
Built with WordPress in Los Angeles tours, attractions and museums3755%8%44.6%
Using Eventbrite in Los Angeles tours, attractions and museums356%33%44.6%
Built with WordPress and using Eventbrite in Los Angeles tours, attractions and museums145%0%44.6%

The best of Built with WordPress in Los Angeles tours, attractions and museums

Kidspace Children's Museum B 84.6% · Pasadena Museum of History B 75.4% · Innes House B 70% · Discovery Cube Science Center C 68.8% · LA Plaza De Culturas Y Artes C 68.8%

The climb

With the three fixes above (No structured data for the business; Tickets only through eventbrite; Eventbrite's terms do not allow agents; a direct form on your own site would) the score would be about 100%: first of 100 in Los Angeles tours, attractions and museums.

Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.

The direct record

What agents get for The Institute for Art and Olfaction

No direct path on record: the scan of 2026-10-15 found no booking or ordering link on artandolfaction.com or on a vendor's site. The same record is served as JSON at /api/direct/artandolfaction.com, through the MCP tool direct_record and in the city feed /city/los-angeles-tours/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone+1 213-616-1744

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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
Vendor terms for agents
Eventbrite, read 2026-10-15
No

Eventbrite's terms of service (20 August 2025), section 13.1: users agree not to scrape, crawl or employ any automated means to extract data from the sites; the separate API terms cover developer apps, not agent booking. Source. About Eventbrite · all vendors.

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. Cloudflare's report.

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.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 D

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

Deep report 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.

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