Baltimore tours, attractions and museums: which businesses can AI agents use?
Every tour operator, attraction and museum in Baltimore that has its own website gets the same scan. So far 96 of 107 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 5 · B 12 · C 25 · D 25 · F 29
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. 33 places you can book or order from directly →
| # | Business | Score | Menu | Direct channel | AI crawlers |
|---|---|---|---|---|---|
| 1 | Baltimore Streetcar Museum baltimorestreetcarmuseum.org | A 92.5% | HTML page | own site | open |
| 2 | Great Blacks In Wax Museum greatblacksinwax.org | A 92.3% | on the page | own site | open |
| 3 | Urban Pirates urbanpirates.com | A 90.8% | HTML page | own site | open |
| 4 | Bay Dream Sailing Charter Baltimore baydreamsailing.com | A 89.2% | HTML page | own site | open |
| 5 | Port Discovery Children's Museum portdiscovery.org | A 86.2% | on the page | own site | open |
| 6 | City Cruises Baltimore citycruises.com | B 84.6% | on the page | own site | open |
| 7 | Puptrait Pet Photography puptrait.com | B 84.6% | HTML page | own site | open |
| 8 | Limin Professionals Luxury Concierge liminpros.co | B 80% | none | own site | open |
| 9 | Bma-lexington Market lexingtonmarket.com | B 78.5% | elsewhere | none | open |
| 10 | Trolley Pub Baltimore trolleypub.com | B 76.9% | on the page | vendor on own site | open |
| 11 | Inner Harbor Travel baltimore.org | B 75.4% | none | own site | open |
| 12 | Watermark Tours watermarkjourney.com | B 75.4% | none | own site | open |
| 13 | Canton Railroad Company cantonrr.com | B 73.8% | none | none | open |
| 14 | US Ghost Adventures of Baltimore baltimoreghosttours.com | B 73.8% | none | own site | open |
| 15 | Sea Baltimore seabaltimore.com | B 72.3% | HTML page | own site | open |
| 16 | Aesu Travel aesu.com | B 71.5% | none | own site | open |
| 17 | American Visionary Art Museum avam.org | B 71.3% | none | own site | open |
| 18 | Glenn L Martin Maryland Aviation Museum mdairmuseum.org | C 67.7% | HTML page | none | open |
| 19 | Maryland State Title and Inspection Services goveauction.com | C 67.7% | HTML page | none | open |
| 20 | CNG Car Rental Baltimore carngo.com | C 65.1% | on the page | own site | blocked |
| 21 | Dr. Gloom's Crypt of Curiosities atlasobscura.com | C 64.8% | none | none | blocked |
| 22 | NextCar nextcarrental.com | C 64.6% | none | none | open |
| 23 | Centerline Drivers centerlinedrivers.com | C 63.1% | none | none | open |
| 24 | City Brew Tours Baltimore citybrewtours.com | C 63.1% | none | own site | open |
| 25 | E-Z Pass driveezmd.com | C 63.1% | none | own site | open |
Show all 92
| # | Business | Score | Menu | Direct channel | AI crawlers |
|---|---|---|---|---|---|
| 26 | Evergreen Museum & Library jhu.edu | C 63.1% | none | none | open |
| 27 | Irish Railroad Workers Museum irishamericanmuseum.org | C 63.1% | none | none | open |
| 28 | Museum Trustee Association museumtrustee.org | C 63.1% | none | none | open |
| 29 | SS John Brown ssjohnwbrown.org | C 63.1% | none | marketplace | open |
| 30 | Baltimore Rent A Tour rentatour.com | C 61.5% | none | marketplace | open |
| 31 | Cruising Brigadoon, Baltimore Boat Charters on a Classic Motor Yacht rsyachtclub.com | C 61.5% | none | own site | open |
| 32 | Dr. Samuel D. Harris National Museum of Dentistry dentalmuseum.com | C 61.5% | none | own site | open |
| 33 | B&O Railroad Museum nationalrailroad.org | C 60% | none | own site | open |
| 34 | Enterprise Rent-A-Car enterprise.com | C 60% | none | own site | blocked |
| 35 | Baltimore Tattoo Museum baltimoretattoomuseum.com | C 58.8% | none | own site | open |
| 36 | Maryland Science Center mdsci.org | C 58.8% | none | own site | open |
| 37 | James E. Lewis Museum of Art jelmamuseum.org | C 58.5% | none | none | open |
| 38 | Lillie Carroll Jackson Civil Rights Museum lilliecarrolljacksonmuseum.org | C 56.9% | none | none | open |
| 39 | Carroll Museums poeinbaltimore.org | C 55.8% | none | own site | blocked |
| 40 | Shay Travels shaytravels.com | C 55.4% | none | none | open |
| 41 | Charm City Food Tours baltimorefoodtours.com | D 53.8% | none | vendor on own site | open |
| 42 | Chesapeake Bay Bridge maryland.gov | D 53.8% | HTML page | none | open |
| 43 | Flag House and Star-Spangled Banner Museum flaghouse.org | D 53.8% | none | none | open |
| 44 | Howard P. Rawlings Conservatory rawlingsconservatory.org | D 53.8% | none | none | open |
| 45 | Univ-Md Living History Museum umaryland.edu | D 53.8% | HTML page | none | open |
| 46 | The Peale thepeale.org | D 53.4% | none | marketplace | blocked |
| 47 | Maryland Center for History and Culture Museum mdhistory.org | D 51.6% | none | own site | blocked |
| 48 | Historic Ships in Baltimore historicships.org | D 51.3% | none | own site | open |
| 49 | Baltimore National Heritage Area explorebaltimore.org | D 50.8% | on the page | none | open |
| 50 | Frederick-Douglass Maritime Museum livingclassrooms.org | D 50.8% | none | none | open |
| 51 | Gwynnda the Good Wheel of the West mrtrashwheel.com | D 50.8% | none | none | open |
| 52 | Hellenic Heritage Museum of Maryland hellenicheritagemd.org | D 50.8% | none | none | open |
| 53 | Higher Ground Transportation Services Inc ridehigherground.com | D 50.8% | none | none | open |
| 54 | Jewish Museum of Maryland jewishmuseummd.org | D 50.8% | none | none | open |
| 55 | Travelers Temptation Llc travelerstemptation.com | D 50.8% | none | none | open |
| 56 | Baltimore Museum of Industry thebmi.org | D 49.2% | none | third party | open |
| 57 | Walters Art Museum thewalters.org | D 49.2% | none | third party | open |
| 58 | Wander In Wonder Travel wanderinwondertravel.com | D 49.2% | HTML page | none | open |
| 59 | Murphy Fine Arts Center morgan.edu | D 48.8% | HTML page | none | open |
| 60 | Goodwood Gardens frosch.com | D 47.7% | none | third party | open |
| 61 | Reginald F Lewis Museum rflewismuseum.org | D 46.2% | none | none | open |
| 62 | City of Baltimore Fire Museum box414assoc.com | D 43.1% | none | none | open |
| 63 | Mount Clare Museum House mountclare.org | D 43.1% | none | marketplace | open |
| 64 | Rent-A-Wreck rentawreck.com | D 43.1% | none | none | open |
| 65 | Baltimore Ghost Tours tourbaltimoreghosts.com | F 39.4% | none | none | blocked |
| 66 | NS Savannah dot.gov | F 38.8% | none | own site | blocked |
| 67 | Amaranthine Museum amaranthinemuseum.org | F 38.5% | none | none | open |
| 68 | Baltimore Immigration Museum immigrationbaltimore.org | F 38.5% | none | none | open |
| 69 | Black Woman's Museum blackwomansmuseum.org | F 38.5% | none | none | open |
| 70 | Eubie Blake National Jazz Center eubieblake.org | F 38.5% | none | none | open |
| 71 | Exotic Memories Travel Agency evotravelagent.com | F 38.5% | none | none | open |
| 72 | Lacrosse Museum and National Hall of Fame usalacrosse.com | F 38.5% | none | none | open |
| 73 | Maryland Women's History Initiative mdwomensheritagecenter.org | F 38.5% | none | none | open |
| 74 | Reginald F Lewis Museum of Maryland African-American History and Culture lewismuseum.org | F 38.5% | none | none | open |
| 75 | Rose Travel LLC rosetravelllc.com | F 38.5% | none | none | open |
| 76 | The Preservation Society preservationsociety.com | F 38.5% | none | none | open |
| 77 | The Public Works Experience pwexperience.org | F 38.5% | none | none | open |
| 78 | Baltimore Museum of Art artbma.org | F 38.3% | none | own site | blocked |
| 79 | Hertz Car Rental - Baltimore - Hilton Baltimore HLE hertz.com | F 37.5% | none | none | open |
| 80 | Charm City Helicopters flycharmcity.com | F 35.4% | none | none | open |
| 81 | A - 1 Escort Service, LLC a1escortllc.com | F 33.8% | none | none | open |
| 82 | Lovely Lane Museum Library lovelylanemuseum.org | F 33.8% | none | none | open |
| 83 | Mother Seton House stmaryspacast.org | F 33.8% | none | none | open |
| 84 | American Heavy Hauling americanheavyhauling.com | F 30.8% | none | none | open |
| 85 | Cool Breeze Sailing Charters Llc coolbreezesailingcharters.com | F 30.3% | none | none | blocked |
| 86 | Bromo Seltzer Arts Tower bromoseltzertower.com | F 28.2% | none | none | blocked |
| 87 | I Love Baltimore Personal Tours irathebusdriver.com | F 24.6% | none | own site | blocked |
| 88 | African Rain Forest Nature Center museumsusa.org | F 0% | unreachable | none | open |
| 89 | Babe Ruth Museum baberuthmuseum.com | F 0% | unreachable | none | open |
| 90 | Boat Baltimore | Sail Local | Sailboat Charters boatbaltimore.com | F 0% | unreachable | none | blocked |
| 91 | Brewton Travel brewtontravel.com | F 0% | unreachable | none | open |
| 92 | RER Travel rertravel.com | F 0% | unreachable | none | blocked |
What the index found in Baltimore tours, attractions and museums
| none | 72 |
| HTML page | 11 |
| on the page | 6 |
| elsewhere | 1 |
| none | 50 |
| own site | 31 |
| marketplace | 4 |
| third party | 3 |
| vendor on own site | 2 |
| Wordpress | 39 |
| Unknown | 24 |
| Wix | 10 |
| Squarespace | 9 |
| Webflow | 3 |
| Godaddy | 2 |
| Turn at least one away at the edge | 16 |
| Block one in robots.txt | 10 |
| Turn away every visitor without a browser | 2 |
| Didn't answer in time | 4 |
| Unreachable from the scanner | 6 |
| No working site (dead address) | 11 |
The menu, channel and builder counts cover the 90 sites the scanner could read; the AI crawler counts cover all 96 scanned sites. Each uses the latest scan. The listings come from OpenStreetMap. Businesses without their own website are counted but not scanned. Another 11 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.
Where assistants send people in Baltimore tours, attractions and museums
Of 24 answers from ChatGPT and Gemini, 100% link a business's own site or its booking software and 29% link a marketplace, most often kupi.com. The five destinations linked most:
| Destination | Kind | Answers | Share |
|---|---|---|---|
| The businesses' own sites | own site | 24 | 100% |
| baltimore.org | other site | 10 | 42% |
| Press, guides and forums | press and guides | 5 | 21% |
| baltimore-tickets.com | other site | 2 | 8% |
| baltimoreblueway.org | other site | 2 | 8% |
The full league table, assistant by assistant → · The places named, question by question
What assistants recommend in Baltimore tours, attractions and museums
Each assistant was asked the way people ask, with web search on, for up to three places and a link to book or order directly with each. For the places it recommended, the table shows how many came with a link to the place's own site, to a marketplace or to a directory, and how many came with no link at all.
| Assistant | Own site or direct | Marketplace | Directory | No link | Places |
|---|---|---|---|---|---|
| ChatGPT | 91% | 0% | 0% | 9% | 32 |
| Gemini | 85% | 7% | 0% | 7% | 41 |
Asked on 2026-11-13. A place in this index links to its report, and one with its own site that isn't in the index yet links to a scan. When a cell says "no link", the assistant named the place but didn't link to its site. Across the 12 questions, the assistants named 49 different places. This index has 195 businesses. Question by question →
Baltimore 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 |
|---|---|---|---|---|
| November 2026 so far | 96 | 17% | 37% | 17 |
Baltimore, 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 | 2,432 | 1,369 | 884 | A 138 · B 198 · C 163 · D 114 · F 271 |
| cafes and bars | 861 | 449 | 300 | A 25 · B 50 · C 55 · D 61 · F 109 |
| hairdressers, beauty salons and massage | 1,371 | 486 | 365 | A 21 · B 73 · C 74 · D 64 · F 133 |
| dentists, clinics and vets | 1,548 | 1,128 | 332 | A 13 · B 80 · C 92 · D 56 · F 91 |
| tours, attractions and museums this page | 195 | 136 | 96 | A 5 · B 12 · C 25 · D 25 · F 29 |
29 of them are chain outlets. A chain's site is scanned once and counted once in the rankings.
Can an agent transact in Baltimore tours, attractions and museums?
11 of 90 reachable sites expose a rail an agent could transact through: UCP profile 8, Square 3. 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.