The Direct Index
City index · US · scans run every hour

Raleigh cafes and bars: which businesses can AI agents use?

Every cafe, bar and pub business in Raleigh that has its own website gets the same scan. So far 64 of 68 distinct websites have been scanned.

68 businesses on a map, by grade: 16 A or B, 36 C or D, 16 F
68 of 68 scannedA or B 16C or D 36F 16the map page
180

businesses in OpenStreetMap

68

distinct business websites (a chain's site counts once)

14%

of scanned sites turn an AI crawler away at the edge

16

score A or B so far

A 7 · B 9 · C 23 · D 13 · F 12

A score stays provisional until its site has had the action test and the citation check. Methodology · Markdown · JSON.

Leaderboard

Ranked by Agent-Direct Score

If one of these is yours, open its page to rescan or claim it. 32 places you can book or order from directly →

#BusinessScoreMenuDirect channelAI crawlers
1A Place at the Table
tableraleigh.org · coffee, tea, breakfast, lunch, pastry
A 100%HTML pageown siteopen
2NoRa Cafe
noracafenc.com · coffee_shop
A 100%HTML pageown siteopen
3Willow House
willowhousecoffee.com
A 95.4%HTML pageown siteopen
4Crooked Hammock Brewery
crookedhammockbrewery.com
A 89.2%HTML pagevendor on own siteopen
5Purr Cup Cafe
purrcupcafe.com · coffee_shop
A 89.2%HTML pageown siteopen
6Trophy Brewing Five Points
trophybrewing.com
A 89.2%noneown siteopen
7Kung Fu Tea
kungfutea.com · bubble_tea
A 87.5%HTML pageown siteopen
8Jubala Coffee
jubalacoffee.com
B 84.6%HTML pagevendor on own siteopen
9Pine State Coffee
pinestatecoffee.com · coffee_shop
B 84.6%HTML pageown siteopen
10Lincoln Theatre
lincolntheatre.com
B 81.5%elsewhereown siteopen
11Biggby Coffee
biggby.com · coffee_shop
B 80%HTML pageown siteopen
12Boxcar Bar and Arcade
theboxcarbar.com
B 75.4%noneown siteopen
13Rise Biscuits & Donuts
risebiscuitschicken.com
B 74.3%HTML pageown siteblocked
14Ammi's Dessert Boutique and Chai House
ammisnc.com
B 73.8%noneown siteopen
15Lynnwood Brewing Concern
lynnwoodgrill.com
B 73.8%HTML pageown siteopen
16The Bike Library
thebikelibrary.com
B 73.8%nonevendor on own siteopen
17Bedford Food & Drink
wearebfd.com · coffee_shop
C 69.2%nonevendor on own siteopen
18Songbird
songbird.bar
C 69.2%HTML pagemarketplaceopen
19The Hop Yard
thehopyardnc.com
C 69.2%HTML pageown siteopen
20The Brass Tap
brasstapbeerbar.com · american
C 68.8%noneown siteopen
21Caribou Coffee
cariboucoffee.com · coffee_shop
C 67.5%HTML pageown siteopen
22Starbucks
starbucks.com · coffee_shop
C 67.5%HTML pageown siteopen
23Chapel of Bones Cafe
chapelofbones.com
C 66.2%HTML pagenoneopen
24Heirloom - Coffee, Tea, Sake
heirloom-raleigh.com
C 66.2%HTML pagevendor on own siteopen
25Iris Coffee Lab
iriscoffeelab.com
C 66.2%HTML pagenoneopen
Show all 63
#BusinessScoreMenuDirect channelAI crawlers
26Tap Yard
tapyardraleigh.com
C 66.2%HTML pagevendor on own siteopen
27Tea Q Boba
teaqboba.com · bubble_tea
C 66.2%HTML pagevendor on own siteopen
28Morning Times
morningtimes-raleigh.com
C 64.6%HTML pagevendor on own siteopen
29The Raleigh Times Bar
raleightimesbar.com
C 64.6%HTML pagevendor on own siteopen
30Botanical Lounge
botanicalraleigh.com
C 63.1%nonenoneopen
31Hibernian
hibernianpub.com · irish
C 63.1%nonenoneopen
32The Optimist
theoptimistraleigh.com · coffee_shop, tea, coffee, dessert
C 63.1%nonethird partyopen
33Tin Roof
tinroofraleigh.com
C 63.1%noneown siteopen
34Saints & Scholars Pub
saintsandscholarspub.com
C 61.5%PDFvendor on own siteopen
35The Left Hook Coffee
thelefthookcoffee.com · coffee_shop
C 61.5%HTML pagenoneopen
36Gloria Jean's
gloriajeans.com · coffee_shop
C 58.5%HTML pagethird partyopen
37Watts & Ward
wattsandward.com
C 58.5%nonenoneopen
38Pelagic Beer & Wine
pelagicbeerandwine.com
C 56.9%nonenoneopen
39Crank Arm Brewing Company
crankarmbrewing.com
C 55.4%nonenoneopen
40Gold Star Cafe
spice3.com
D 53.8%nonevendor on own siteopen
41Legends Nightclub
legends-club.com
D 53.8%nonevendor on own siteopen
42Little Native Coffee Co.
drinklittlenative.com · coffee_shop
D 53.8%nonevendor on own siteopen
43TEETS
teetsraleigh.com
D 53.8%HTML pagenoneopen
44The Avenue
avenueraleigh.com
D 53.8%nonenoneopen
45321 Coffee - NC State Centennial
321coffee.com · coffee_shop
D 50.8%nonenoneopen
46Gussie's
gussiesraleigh.com
D 49.2%HTML pagenoneopen
47Krave Kava Bar & Tea Lounge
kravekava.com
D 49.2%HTML pagenoneopen
48Nomad
nomadcocktailbar.com
D 49.2%HTML pagenoneopen
49Wakefield Tavern
wakefieldtavernraleigh.com
D 49.2%PDFnoneopen
50Little Rey "Al Carbon"
littlerey.com
D 47.7%nonenoneopen
51Flex Nightclub
flex-club.com
D 43.1%nonenoneopen
52William & Company
williamcobar.com
F 38.5%nonenoneopen
53The Third Place
thirdplaceraleigh.com · coffee_shop
F 38%nonenoneblocked
54Crema
cremaandmore.com · coffee_shop, ice_cream, breakfast, sandwich
F 35.4%nonenoneopen
55Cup a Joe
cupajoe.com · coffee_shop
F 31.7%nonethird partyblocked
56Raleigh Brewing Company
raleighbrewingcompany.com
F 30.8%nonenoneopen
57Side Quest Game Lounge + Bar
sidequestgameloungeandbar.com
F 30.8%nonenoneopen
5842 & Lawrence
42lawrence.com
F 30.3%nonenoneblocked
59Red Line Raleigh
redlinebeerwine.com
F 30.3%nonenoneblocked
60D's Bottle Shop
dsbottleshop.com
F 27.7%elsewherenoneblocked
61Common Grounds Café & Creamery
ncsudining.com
F 20%nonenoneopen
62Global Village Organic Coffee
globalvillagecoffee.com · tea, coffee_shop
F 15.4%nonenoneblocked
63The Haymaker
thehaymakerraleigh.com
F 10.8%HTML pagenoneblocked
Findings

What the index found in Raleigh cafes and bars

Menu or price list
none31
HTML page29
elsewhere2
PDF2
Direct booking or ordering
none28
own site19
vendor on own site13
third party3
marketplace1
Site builder
Wordpress18
Unknown15
Squarespace10
Wix8
Webflow4
Shopify3
AI crawlers
Turn at least one away at the edge9
Block one in robots.txt2
Turn away every visitor without a browser1
Didn't answer in time2
Unreachable from the scanner0
No working site (dead address)4

The menu, channel and builder counts cover the 64 sites the scanner could read; the AI crawler counts cover all 64 scanned sites. Each uses the latest scan. The listings come from OpenStreetMap. Businesses without their own website are counted but not scanned. Another 4 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.

Assistants · October 2026

Where assistants send people in Raleigh cafes and bars

Of 24 answers from ChatGPT and Gemini, 100% link a business's own site or its booking software and 4% link a marketplace, most often joe.coffee. The five destinations linked most:

DestinationKindAnswersShare
The businesses' own sitesown site24100%
Press, guides and forumspress and guides1458%
downtownraleigh.orgdirectory313%
Squarevendor, direct313%
empireeats.comother site28%

The full league table, assistant by assistant → · The places named, question by question

What assistants recommend in Raleigh cafes and bars

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.

AssistantOwn site or directMarketplaceDirectoryNo linkPlaces
ChatGPT94%0%0%6%34
Gemini89%0%0%11%36

Asked on 2026-10-25. 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 55 different places. This index has 180 businesses. Question by question →

Month by month

Raleigh 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.

MonthSites scannedTurn a crawler awayDirect booking or orderingA or B
October 2026 so far6414%50%16
Kind

Raleigh, 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.

KindBusinessesHas a websiteSites scannedGrades
restaurants and fast food731468243

A 56 · B 74 · C 41 · D 22 · F 50

cafes and bars
this page
1809564

A 7 · B 9 · C 23 · D 13 · F 12

hairdressers and beauty salons1615530

A 0 · B 3 · C 8 · D 9 · F 10

dentists, clinics and vets1766653

A 1 · B 15 · C 19 · D 7 · F 11

tours, attractions and museums15129

A 0 · B 2 · C 1 · D 3 · F 3

27 of them are chain outlets. A chain's site is scanned once and counted once in the rankings.

Transactable

Can an agent transact in Raleigh cafes and bars?

20 of 64 reachable sites expose a rail an agent could transact through: UCP profile 11, Toast 6, Square 5. 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.