Pittsburgh tours, attractions and museums: which businesses can AI agents use?
Every tour operator, attraction and museum in Pittsburgh that has its own website gets the same scan. So far 14 of 15 distinct websites have been scanned.
businesses in OpenStreetMap
distinct business websites (a chain's site counts once)
of scanned sites turn an AI crawler away at the edge
score A or B so far
A 0 · B 4 · C 5 · D 3 · F 2
A score stays provisional until its site has had the action test and the citation check. Methodology · Markdown · JSON.
Ranked by Agent-Direct Score
If one of these is yours, open its page to rescan or claim it. 8 places you can book or order from directly →
| # | Business | Score | Menu | Direct channel | AI crawlers |
|---|---|---|---|---|---|
| 1 | Museum of Illusions Pittsburgh moipittsburgh.com | B 84.6% | none | own site | open |
| 2 | Senator John Heinz History Center heinzhistorycenter.org | B 80% | none | own site | open |
| 3 | Kamin Science Center kaminsciencecenter.org | B 75.4% | none | own site | open |
| 4 | Pittsburgh Glass Center pittsburghglasscenter.org | B 73.8% | none | own site | open |
| 5 | Center for PostNatural History postnatural.org | C 64.6% | HTML page | none | open |
| 6 | Frick Art and Historical Center thefrickpittsburgh.org | C 63.1% | none | own site | open |
| 7 | Wood Street Galleries trustarts.org | C 63.1% | none | own site | open |
| 8 | Carnegie Museum of Natural History carnegiemnh.org | C 61.5% | none | own site | open |
| 9 | The Andy Warhol Museum warhol.org | C 60% | none | third party | open |
| 10 | Mattress Factory mattress.org | D 54.9% | none | third party | blocked |
| 11 | Boom Concepts boomuniverse.co | D 50.8% | none | none | open |
| 12 | Moonshot Museum moonshotmuseum.org | D 42.6% | none | third party | blocked |
| 13 | The Clemente Museum clementemuseum.com | F 35.4% | none | own site | blocked |
| 14 | International Academy of Jazz Hall of Fame pitt.edu | F 0% | unreachable | none | blocked |
What the index found in Pittsburgh tours, attractions and museums
| none | 12 |
| HTML page | 1 |
| own site | 8 |
| third party | 3 |
| none | 2 |
| Wordpress | 10 |
| Unknown | 2 |
| Webflow | 1 |
| Turn at least one away at the edge | 4 |
| Block one in robots.txt | 0 |
| Turn away every visitor without a browser | 2 |
| Didn't answer in time | 0 |
| Unreachable from the scanner | 1 |
| No working site (dead address) | 1 |
The menu, channel and builder counts cover the 13 sites the scanner could read; the AI crawler counts cover all 14 scanned sites. Each uses the latest scan. The listings come from OpenStreetMap. Businesses without their own website are counted but not scanned. Another 1 have an address that no longer answers (dead domain, bad certificate or server down). They're counted with the businesses that have no website and left out of the ranking.
Pittsburgh tours, attractions and museums, month by month
Each month gets its own dated page, and its numbers are final once the month is over. The table shows the share of sites that turn AI crawlers away, the share that take bookings or orders on their own domain, and how many score A or B.
| Month | Sites scanned | Turn a crawler away | Direct booking or ordering | A or B |
|---|---|---|---|---|
| October 2026 so far | 14 | 29% | 62% | 4 |
Pittsburgh, by kind
Each kind of business has its own index, and every index gets the same scan. This page is the tours, attractions and museums index.
| Kind | Businesses | Has a website | Sites scanned | Grades |
|---|---|---|---|---|
| restaurants and fast food | 682 | 376 | 250 | A 56 · B 56 · C 55 · D 33 · F 50 |
| cafes and bars | 284 | 159 | 99 | A 10 · B 17 · C 33 · D 16 · F 23 |
| hairdressers and beauty salons | 107 | 37 | 29 | A 1 · B 3 · C 10 · D 8 · F 7 |
| dentists, clinics and vets | 100 | 35 | 30 | A 1 · B 5 · C 13 · D 5 · F 6 |
| tours, attractions and museums this page | 32 | 24 | 14 | A 0 · B 4 · C 5 · D 3 · F 2 |
9 of them are chain outlets. A chain's site is scanned once and counted once in the rankings.
Can an agent transact in Pittsburgh tours, attractions and museums?
1 of 13 reachable sites expose a rail an agent could transact through: Square 1. Measured, not scored.
A rail is a UCP profile, an ACP discovery document, an MCP server card, or an ordering vendor that takes orders placed by assistants (Square and Toast, and any vendor whose terms allow agents). Counted from the latest scan of each site; older scans were not measured. Methodology · vendor terms for agents.