Pittsburgh cafes and bars: which businesses can AI agents use?
Every cafe, bar and pub business in Pittsburgh that has its own website gets the same scan. So far 99 of 115 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 10 · B 17 · C 33 · D 16 · F 23
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. 42 places you can book or order from directly →
| # | Business | Score | Menu | Direct channel | AI crawlers |
|---|---|---|---|---|---|
| 1 | Long Story Short (Formerly Cinderlands Foederhouse) cinderlands.com | A 100% | HTML page | own site | open |
| 2 | Ruggers Pub ruggerspub.com | A 100% | HTML page | own site | open |
| 3 | Hop Farm Brewing Company hopfarmbrewingco.com | A 95.4% | HTML page | own site | open |
| 4 | Kaibur Coffee kaiburcoffee.com | A 92.3% | HTML page | own site | open |
| 5 | The Goldmark thegoldmark.com | A 92.3% | HTML page | own site | open |
| 6 | De Fer Coffee & Tea defer.coffee · coffee_shop | A 89.2% | own site | open | |
| 7 | Divvy's Coffee & Buns divvycoffeebuns.com · coffee_shop | A 87.7% | HTML page | vendor on own site | open |
| 8 | Penn Brewery pennbrew.com | A 87.7% | HTML page | own site | open |
| 9 | Kung Fu Tea kungfutea.com · bubble_tea | A 87.5% | HTML page | own site | open |
| 10 | Peet's Coffee peets.com · coffee_shop | A 87.5% | HTML page | own site | open |
| 11 | Lorelei loreleipgh.com | B 84.6% | HTML page | vendor on own site | open |
| 12 | Scratch & Co scratchandcopgh.com | B 84.6% | HTML page | own site | open |
| 13 | Grim Wizard Coffee grimwizard.com | B 83.1% | HTML page | vendor on own site | open |
| 14 | Mango Mango Dessert mangomangodessert.com · asian, dessert | B 82.5% | HTML page | own site | open |
| 15 | Inner Groove Brewing - Pittsburgh Taproom innergroovebrewing.com | B 78.5% | HTML page | third party | open |
| 16 | BrewDog brewdog.com | B 77.5% | HTML page | own site | open |
| 17 | John Woods House woodshousepgh.com | B 76.9% | HTML page | marketplace | open |
| 18 | The Butterwood Bake Consortium thebutterwoodbakeconsortium.com | B 76.9% | none | own site | open |
| 19 | Pipers Pub piperspub.com | B 75.4% | HTML page | third party | open |
| 20 | COLOMBINO Coffee colombino.com · coffee_shop, colombian, breakfast | B 73.8% | none | own site | open |
| 21 | Fat Head's fatheads.com | B 73.8% | none | own site | open |
| 22 | Field Day fieldday.life | B 73.8% | HTML page | own site | open |
| 23 | La Prima Espresso laprima.com | B 73.8% | none | own site | open |
| 24 | Lot 17 lot17pgh.com · tacos, chicken, burger, sandwich | B 73.8% | HTML page | own site | open |
| 25 | Bubble Bee bubblebeeus.com · bubble_tea | B 72.3% | HTML page | own site | open |
Show all 99
| # | Business | Score | Menu | Direct channel | AI crawlers |
|---|---|---|---|---|---|
| 26 | Friendship Perk & Brew perkandbrew.net | B 72.3% | HTML page | marketplace | open |
| 27 | The Church Brew Works churchbrew.com | B 72.3% | HTML page | own site | open |
| 28 | Cork Harbour Pub corkharbourpgh.com | C 69.2% | HTML page | none | open |
| 29 | Hookah Bookah hookahbookah.com | C 69.2% | HTML page | none | open |
| 30 | Tiki Lounge tikilounge412.com | C 69.2% | HTML page | none | open |
| 31 | Scarpaci's Place scarpacisbar.com | C 67.7% | HTML page | none | open |
| 32 | Aslin Beer Company aslinbeer.com | C 66.2% | HTML page | vendor on own site | open |
| 33 | Bar Botanico barbotanico.com | C 66.2% | HTML page | none | open |
| 34 | Commonplace Coffee - Voluto commonplacecoffee.com | C 66.2% | none | vendor on own site | open |
| 35 | Gasoline Street Coffee Company gasolinestreetcoffee.com · coffee_shop | C 66.2% | HTML page | none | open |
| 36 | Rockin' Cat Organic Coffee & Tea Point Breeze rockincat.com · coffee_shop, tea, tea_shop, teahouse | C 66.2% | HTML page | none | open |
| 37 | Smokin' Joe's Saloon smokinjoessaloon.com | C 66.2% | HTML page | vendor on own site | open |
| 38 | Square Cafe square-cafe.com · breakfast | C 66.2% | HTML page | vendor on own site | open |
| 39 | The Warren thewarrenpgh.com | C 66.2% | HTML page | vendor on own site | open |
| 40 | Yinz Coffee yinzcoffee.com · coffee_shop | C 66.2% | none | vendor on own site | open |
| 41 | Caffé Mona La Bistro caffemona.com · crepe, breakfast, sandwich, salad | C 63.1% | none | own site | open |
| 42 | Eleventh Hour Brewing 11thhourbrews.com | C 63.1% | none | none | open |
| 43 | Fernando's Cafe fernandoscafe.com | C 63.1% | none | own site | open |
| 44 | Pigeon Bagels pigeonbagels.com · bagel, coffee | C 63.1% | HTML page | none | open |
| 45 | Café Phipps conservatory.org · american | C 61.5% | none | own site | open |
| 46 | Cucina Vitale cucinavitalepgh.com | C 61.5% | HTML page | own site | blocked |
| 47 | Jason Aldean's Kitchen + Bar jasonaldeansbar.com · american | C 61.5% | HTML page | none | open |
| 48 | Mario's mariospgh.com | C 61.5% | HTML page | vendor on own site | open |
| 49 | Rock'n Joe rocknjoe.com · coffee_shop | C 61.5% | none | own site | open |
| 50 | Trace Brewing tracebloomfield.com | C 61.5% | HTML page | none | open |
| 51 | Hilltop Coffee and Tea hilltopcoffeepgh.com | C 58.5% | none | none | open |
| 52 | P Town Bar ptownbarpgh.com | C 58.5% | none | none | open |
| 53 | The Black Cat Market blackcatmarketpgh.com · coffee_shop | C 58.5% | elsewhere | vendor on own site | open |
| 54 | Wushiland wushiland-usa.com · bubble_tea | C 55.8% | HTML page | vendor on own site | blocked |
| 55 | Biergarten thecommonerpgh.com | C 55.4% | HTML page | marketplace | open |
| 56 | Ineffable Cà Phê ineffablecaphe.com · vietnamese, sandwich | C 55.4% | none | vendor on own site | open |
| 57 | The Coffee Tree Roasters coffeetree.store · coffee_shop | C 55.4% | none | none | open |
| 58 | The Fire Side Public House firesidepublichouse.com | C 55.4% | third party | open | |
| 59 | The Smiling Moose smiling-moose.com | C 55.4% | none | vendor on own site | open |
| 60 | William Penn Tavern wmpenntavern.com | C 55.4% | HTML page | marketplace | open |
| 61 | Everyday Café everydaycafepgh.com · coffee_shop | D 53.8% | HTML page | none | open |
| 62 | The Pitch on Butler thepitchonbutler.com | D 53.8% | HTML page | none | open |
| 63 | CHARLIE MURDOCHS Dueling Piano Bar charliemurdochs.com | D 51.2% | none | none | blocked |
| 64 | Redhawk Coffee Roasters redhawkcoffee.com | D 50.8% | none | none | open |
| 65 | Cafe Du Jour dinehere.us | D 49.7% | none | none | blocked |
| 66 | La Prima Espresso cmu.edu | D 49.2% | none | open | |
| 67 | Kelly's Good Food kellysbarlounge.com | D 48.8% | none | vendor on own site | blocked |
| 68 | OTB Bicycle Cafe otbbicyclecafe.com | D 48.8% | none | vendor on own site | blocked |
| 69 | Big Dog Coffee bigdogcoffeeshop.com | D 47.7% | none | none | open |
| 70 | Bottlerocket bottlerocketpgh.com | D 47.7% | none | third party | open |
| 71 | Coven Brewing covenbrewingpgh.com | D 46.2% | HTML page | none | open |
| 72 | Mezza Luna Cafe mezzalunacafe.com · coffee_shop | D 46.2% | HTML page | none | open |
| 73 | Wallace's Taproom wallacestaproom.com | D 44.6% | HTML page | none | open |
| 74 | The Government Center thegovernmentcenter.com | D 43.1% | none | none | open |
| 75 | Take A Break Bar wixsite.com | D 40% | HTML page | none | open |
| 76 | sidecar sidecar412.com · coffee_shop | D 40% | HTML page | vendor on own site | blocked |
| 77 | Archies on Carson myspace.com | F 38.5% | none | none | open |
| 78 | Bierport bierport.com | F 38.5% | none | none | open |
| 79 | Cup-Ka-Joe cupkajoe.com · coffee_shop | F 38.5% | none | none | open |
| 80 | Redstart Roasters redstartroasters.com | F 38.5% | none | none | open |
| 81 | Starbucks starbucks.com · coffee_shop | F 37.5% | none | none | open |
| 82 | 1311 Carson 1311carson.com | F 35.4% | none | none | open |
| 83 | 61c Café 61ccafe.com · coffee_shop | F 35.4% | none | none | open |
| 84 | Dees Cafe deescafe.com | F 35.4% | none | none | open |
| 85 | Silky's Pub thesilkyspub.com | F 35.4% | none | none | open |
| 86 | Tazza D'oro tazzadoro.net · coffee_shop | F 35.4% | none | none | open |
| 87 | Brillobox brilloboxpgh.com · breakfast, american, burger, burrito, sandwich, pasta | F 33.8% | none | none | open |
| 88 | Caffè D'amore caffedamorepgh.com · coffee_shop, sandwich | F 30.3% | none | none | blocked |
| 89 | The Soft Spot thesoftspotpgh.com · pastry, coffee_shop, tea | F 30.3% | none | none | blocked |
| 90 | Buon Giorno Cafe buongiornocafe.com | F 20% | none | none | blocked |
| 91 | Delanie's Coffee delaniescoffee.com | F 14.8% | none | none | blocked |
| 92 | Espresso A Mano espressoamano.com · coffee_shop | F 12.3% | none | none | blocked |
| 93 | Nicholas Coffee Co nicholascoffee.us | F 12.3% | none | none | blocked |
| 94 | 412 Brewery 412brews.com | F 0% | unreachable | none | open |
| 95 | Carson City Saloon carsoncitysaloon.com | F 0% | unreachable | none | open |
| 96 | Convive Coffee crazymocha.com · coffee_shop | F 0% | unreachable | none | blocked |
| 97 | Dr’tea drteapa.com · bubble_tea | F 0% | unreachable | none | open |
| 98 | Rumerz Sports Bar & Grill rumerzpgh.com | F 0% | none | none | blocked |
| 99 | Threadbare Cider House & Meadery threadbarecider.com | F 0% | unreachable | none | blocked |
What the index found in Pittsburgh cafes and bars
| HTML page | 48 |
| none | 42 |
| 3 | |
| elsewhere | 1 |
| none | 44 |
| own site | 25 |
| vendor on own site | 17 |
| marketplace | 4 |
| third party | 4 |
| Unknown | 29 |
| Squarespace | 20 |
| Wordpress | 16 |
| Wix | 15 |
| Shopify | 7 |
| Godaddy | 2 |
| Turn at least one away at the edge | 16 |
| Block one in robots.txt | 2 |
| Turn away every visitor without a browser | 4 |
| Didn't answer in time | 3 |
| Unreachable from the scanner | 5 |
| No working site (dead address) | 16 |
The menu, channel and builder counts cover the 94 sites the scanner could read; the AI crawler counts cover all 99 scanned sites. Each uses the latest scan. The listings come from OpenStreetMap. Businesses without their own website are counted but not scanned. Another 16 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 cafes and bars, 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 | 99 | 16% | 45% | 27 |
Pittsburgh, by kind
Each kind of business has its own index, and every index gets the same scan. This page is the cafes and bars 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 this page | 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 | 32 | 24 | 14 | A 0 · B 4 · C 5 · D 3 · F 2 |
44 of them are chain outlets. A chain's site is scanned once and counted once in the rankings.
Can an agent transact in Pittsburgh cafes and bars?
34 of 94 reachable sites expose a rail an agent could transact through: UCP profile 21, Toast 12, Square 6. 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.