City index · GB · scans run every hour

Cambridge: which businesses can AI agents use?

Every restaurant and fast food business in Cambridge that has its own website gets the same scan. So far 124 of 136 distinct websites have been scanned.

135 businesses on a map, by grade: 74 A or B, 31 C or D, 30 F — 135 of 135 scannedA or B 74C or D 31F 30the map page

272

businesses in OpenStreetMap

136

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

18%

of scanned sites turn an AI crawler away at the edge

score A or B so far

A 29 · B 45 · C 23 · D 8 · F 19

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. 89 places you can book or order from directly →

#	Business	Score	Menu	Direct channel	AI crawlers
1	Golden Crown goldencrowncambridge.co.uk · chinese	A 100%	HTML page	own site	open
2	Permit Room permitroom.co.uk	A 100%	HTML page	own site	open
3	Taj Tandoori tajtandooricambridge.co.uk · indian	A 100%	HTML page	own site	open
4	Tokoko tokoko.co.uk · sushi, noodles, bubble_tea	A 100%	HTML page	own site	open
5	Coconut coconutcambridge.co.uk · sri_lankan	A 96.9%	HTML page	own site	open
6	Carluccio's carluccios.com · italian	A 96.3%	HTML page	own site	open
7	Pipasha pipasha-restaurant.co.uk · indian, bangladeshi	A 95.4%	HTML page	own site	open
8	Your Dumplings yourdumplings.co.uk · chinese	A 95.4%	HTML page	own site	open
9	Zidan’s Piri Piri zidanspiripiri.co.uk · chicken, pizza	A 95.4%	HTML page	own site	open
10	Fin Boys fin-boys.com	A 92.3%	HTML page	own site	open
11	La Maison du Steak lamaisondusteak.co.uk · steak	A 90.8%	HTML page	own site	open
12	Royal Spice royalspicecambs.co.uk · indian, bangladeshi	A 90.8%	PDF	own site	open
13	sole & duck soleandduck.co.uk · international	A 90.8%	HTML page	own site	open
14	Bella Italia bellaitalia.co.uk · italian	A 90%	HTML page	own site	open
15	Five Guys fiveguys.co.uk · burger	A 90%	HTML page	own site	open
16	Las Iguanas iguanas.co.uk · latin_american	A 90%	HTML page	own site	open
17	Wagamama wagamama.com · asian	A 90%	HTML page	own site	open
18	Zizzi zizzi.co.uk · italian	A 90%	HTML page	own site	open
19	Yippee Noodle Bar yippeenoodlebar.co.uk · noodle	A 89.2%	HTML page	own site	open
20	Franco Manca francomanca.co.uk · pizza	A 88.8%	HTML page	own site	open
21	PizzaExpress pizzaexpress.com · pizza	A 87.9%	HTML page	own site	blocked
22	Nando's nandos.co.uk · chicken, portuguese	A 86.3%	HTML page	own site	open
23	Pho phocafe.co.uk · vietnamese	A 86.3%	HTML page	own site	open
24	Giggling Squid gigglingsquid.com · thai	A 86.2%	HTML page	own site	open
25	Grill Brothers thegrillbrothers.co.uk · burger, kebab, chicken	A 86.2%	HTML page	own site	open

Show all 124

#	Business	Score	Menu	Direct channel	AI crawlers
26	O'Vesuvio Pizza vesuviopizza.co.uk · pizza	A 86.2%	HTML page	own site	open
27	Raja rajarestaurant.com · indian	A 86.2%	HTML page	own site	open
28	Sushimania sushimania.co.uk · japanese	A 86.2%	HTML page	own site	open
29	The Pizza Company the-pizzacompany.co.uk · pizza	A 86.2%	HTML page	own site	open
30	Bridges Patisserie bridgescambridge.com · sandwich	B 84.6%	none	own site	open
31	De Luca Cucina delucacucina.co.uk · italian	B 84.6%	HTML page	own site	open
32	Galleria galleriacambridge.co.uk	B 84.6%	HTML page	own site	open
33	Golpo golporestaurant.co.uk · indian	B 84.6%	HTML page	own site	open
34	Vanderlyle vanderlyle-restaurant.com	B 84.6%	HTML page	own site	open
35	West Cornwall Pasty Co. westcornwallpasty.co.uk · pasty	B 84.6%	HTML page	own site	open
36	Krispy Kreme krispykreme.co.uk · donut	B 83.8%	HTML page	own site	open
37	North Star Restaurant northstarrestaurants.co.uk · seafood, steak_house	B 81.5%	HTML page	vendor on own site	open
38	Côte Brasserie cote.co.uk · french	B 81.3%	HTML page	own site	open
39	The Ivy ivycollection.com · british	B 80%	HTML page	none	open
40	Browns - Cambridge browns-restaurants.co.uk · british	B 79.5%	none	own site	blocked
41	Honest Burgers honestburgers.co.uk · burger	B 78.9%	HTML page	own site	blocked
42	Rudy's Pizza Napoletana rudyspizza.co.uk · pizza	B 78.8%	HTML page	own site	open
43	Tortilla tortilla.co.uk · tex-mex	B 78.8%	HTML page	own site	open
44	Mercado Central mercadocentral.co.uk · spanish	B 78.5%	PDF	vendor on own site	open
45	Steak and Honour steakandhonour.co.uk · burger	B 78.5%	none	own site	open
46	Wasabi uk.com · japanese	B 77.5%	HTML page	own site	open
47	Millworks themillworks.co.uk · brasserie	B 76.9%	HTML page	vendor on own site	open
48	Old Bicycle Shop oldbicycleshop.com	B 76.9%	HTML page	none	open
49	The Cambridge Chop House cambscuisine.co.uk · steak_house	B 75.4%	none	own site	open
50	Shake Shack shakeshack.com · burger	B 74.3%	HTML page	own site	blocked
51	Al Casbah al-casbah.com · arab	B 73.8%	HTML page	own site	open
52	Burger King burgerking.co.uk · burger	B 73.8%	HTML page	own site	open
53	Fancett's fancetts.com · french	B 73.8%	HTML page	own site	open
54	Hotel du Vin & Bistro hotelduvin.com	B 73.8%	HTML page	own site	open
55	Indian Palace indianpalacecambridge.co.uk · indian	B 73.8%	HTML page	own site	open
56	Japas Sushi Restaurant japassushi.co.uk · sushi, japanese, ramen, udon	B 73.8%	HTML page	own site	open
57	La Margherita lamargheritacambridge.com · italian	B 73.8%	HTML page	own site	open
58	Navadhanya navadhanya.co.uk · indian	B 73.8%	HTML page	own site	open
59	Prezzo prezzo.co.uk · italian	B 73.8%	HTML page	own site	open
60	Renu's renus.co.uk · indian	B 73.8%	HTML page	own site	open
61	Sala Thong salathong.co.uk · thai	B 73.8%	HTML page	own site	open
62	Scott’s All Day scottsallday.com	B 73.8%	HTML page	own site	open
63	Tu Casa tucasatapas.co.uk · spanish	B 73.8%	HTML page	own site	open
64	Byron byron.co.uk · burger	B 72.3%	HTML page	own site	open
65	Chicken Cottage chickencottage.com · chicken	B 72.3%	HTML page	own site	open
66	Kan Zaman kanzaman.co.uk · lebanese	B 72.3%	HTML page	own site	open
67	Kibou kibou.co.uk · japanese	B 72.3%	HTML page	own site	open
68	Kimchili kimchili.co.uk · korean	B 72.3%	HTML page	own site	open
69	Pizza Pilgrims pizzapilgrims.co.uk · pizza	B 72.3%	HTML page	own site	open
70	Pret A Manger pret.co.uk · sandwich	B 72.3%	HTML page	own site	open
71	Ranya Grill ranyagrill.com · kurdish, persian	B 72.3%	HTML page	own site	open
72	Thanh Binh thanhbinh.co.uk · vietnamese	B 72.3%	HTML page	own site	open
73	Smokeworks smokeworks.co.uk · barbecue	B 71.8%	HTML page	vendor on own site	blocked
74	Pepe's pepes.co.uk · chicken	B 70.8%	HTML page	third party	open
75	Caprinos caprinospizza.co.uk · pizza	C 69.7%	HTML page	none	blocked
76	Golden Wok goldenwokchinesetakeaway.co.uk · chinese	C 69.2%	PDF	own site	open
77	Peri Peri - The Grill theladz.co.uk · chicken	C 69.2%	PDF	own site	open
78	Stazione stazionecambridge.co.uk · italian	C 69.2%	HTML page	own site	open
79	The Tiffin Truck thetiffintruck.co.uk · indian, street_food	C 69.2%	HTML page	own site	open
80	Subway subway.com · sandwich	C 68.8%	HTML page	own site	open
81	Wendy's wendys.com · burger	C 68.8%	HTML page	own site	open
82	Bread and Meat breadandmeat.co.uk · sandwich	C 67.7%	HTML page	none	open
83	Nanna Mexico nannamexico.com · tex-mex	C 67.7%	PDF	own site	open
84	Greggs greggs.com · sandwich, bakery	C 67.5%	HTML page	own site	open
85	Bedouin bedouin-cambridge.com · north_african	C 67.2%	HTML page	own site	blocked
86	Tawa Kitchen tawakitchen.co.uk · indian	C 67.2%	HTML page	own site	blocked
87	Namaste Village deliverectdirect.com · indian	C 66.3%	none	own site	open
88	Marvin's Sandwiches marvins.place · sandwich	C 66.2%	HTML page	none	open
89	Moana Poké moanapoke.co.uk · hawaiian	C 66.2%	HTML page	vendor on own site	open
90	Little Petra littlepetra.co.uk · jordanian	C 64.6%	HTML page	vendor on own site	open
91	Pizza1889 pizza1889.com · pizza	C 62.6%	HTML page	own site	blocked
92	Bite Street India Ltd bitestreetindia.uk · indian	C 61.5%	none	own site	open
93	Millie's Cookies milliescookies.com	C 61.5%	none	own site	open
94	Upper Crust uppercrust.co.uk · sandwich	C 61.5%	HTML page	none	open
95	Buren burencambridge.co.uk · european	C 58.5%	HTML page	none	open
96	Anchor Fish Bar anchorfishbar.co.uk · fish_and_chips, kebab, burger	C 56.5%	HTML page	none	blocked
97	Taco Bell tacobell.co.uk · tex-mex	C 56.3%	HTML page	own site	open
98	Margaret's margaretscambridge.co.uk	D 53.8%	HTML page	none	open
99	Wingstop wingstop.com	D 52.5%	none	none	open
100	The House thehouseauthenticthai.com · thai	D 49.2%	HTML page	none	open
101	Fireaway Pizza fireaway.co.uk · pizza	D 47.7%	none	none	open
102	Butch Annie's butchannies.com · burger, steak	D 45.7%	PDF	marketplace	blocked
103	Agora at The Copper Kettle copperkettlecambridge.co.uk · steak_house	D 44.6%	PDF	none	open
104	Taste of Cambridge tasteofcambridge.co.uk	D 43.1%	none	none	open
105	Trinity hobbsons.co.uk	D 43.1%	none	none	open
106	Jay's Fish and Chips moreats.co.uk · fish_and_chips, fast_food, chicken	F 38.5%	none	none	open
107	Efes efes-cambridge.co.uk · turkish	F 35.4%	none	none	open
108	Noshe noshecambridge.co.uk · afghan, coffee_shop	F 35.4%	none	none	open
109	Poke Stop poke-stop.co.uk · japanese, seafood, asian, ice_cream, korean, wings, poke_bowl	F 35.4%	none	none	open
110	Popeyes popeyesuk.com · chicken	F 35.4%	none	none	open
111	Slim Chickens slimchickens.co.uk	F 35.4%	none	none	open
112	West Hub Canteen cam.ac.uk	F 33.4%	none	none	blocked
113	Cherry House cherryhouse.co.uk · chinese	F 30.8%	none	none	open
114	Papa John's papajohns.com · pizza	F 20%	none	own site	blocked
115	Chinese Canteen wordpress.com · chinese	F 13.8%	image	none	blocked
116	Baan Thai Street Food Restaurant ecommerceempirebuilders.com · thai	F 0%	unreachable	none	blocked
117	Bill's bills-website.co.uk · british	F 0%	unreachable	none	open
118	Domino's dominos.co.uk · pizza	F 0%	unreachable	none	blocked
119	EKO Kitchen ekokitchen.co.uk · african	F 0%	unreachable	none	blocked
120	KFC kfc.co.uk · chicken	F 0%	unreachable	none	blocked
121	KOTA Kitchen + Bar kotacambridge.co.uk	F 0%	unreachable	none	blocked
122	McDonald's mcdonalds.com · burger	F 0%	unreachable	none	blocked
123	Pizza Hut pizzahut.co.uk · pizza	F 0%	unreachable	none	blocked
124	Tradizioni tradizionirestaurant.com · italian	F 0%	none	none	blocked

Findings

What the index found in Cambridge

Menu or price list

HTML page	87
none	21
PDF	7
image	1

Direct booking or ordering

own site	83
none	25
vendor on own site	6
marketplace	1
third party	1

Site builder

Unknown	49
Wordpress	42
Wix	12
Squarespace	8
Shopify	2
Duda	1

AI crawlers

Turn at least one away at the edge	22
Block one in robots.txt	0
Turn away every visitor without a browser	7
Didn't answer in time	1
Unreachable from the scanner	8
No working site (dead address)	11

The menu, channel and builder counts cover the 116 sites the scanner could read; the AI crawler counts cover all 124 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.

Assistants · October 2026

Where assistants send people in Cambridge

Of 44 answers from ChatGPT and Gemini, 100% link a business's own site or its booking software and 18% link a marketplace, most often OpenTable. The five destinations linked most:

Destination	Kind	Answers	Share
The businesses' own sites	own site	44	100%
Press, guides and forums	press and guides	17	39%
cam.ac.uk	other site	6	14%
DesignMyNight	vendor, direct	3	7%
OpenTable	marketplace	3	7%

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

What assistants recommend in Cambridge

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	98%	0%	0%	2%	62
Gemini	94%	2%	0%	5%	66

Asked on 2026-10-19. 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 22 questions, the assistants named 76 different places. This index has 272 businesses. Question by question →

Month by month

Cambridge, 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	124	18%	77%	74

Kind

Cambridge, by kind

Each kind of business has its own index, and every index gets the same scan. This page is the restaurants and fast food index.

Kind	Businesses	Has a website	Sites scanned	Grades
restaurants and fast food this page	272	155	124	A 29 · B 45 · C 23 · D 8 · F 19
cafes and bars	254	136	85	A 7 · B 23 · C 23 · D 14 · F 18
hairdressers and beauty salons	137	54	48	A 0 · B 10 · C 16 · D 12 · F 10
dentists, clinics and vets	69	33	27	A 0 · B 5 · C 18 · D 3 · F 1
tours, attractions and museums	21	15	8	A 0 · B 2 · C 2 · D 2 · F 2

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

Transactable

Can an agent transact in Cambridge?

15 of 116 reachable sites expose a rail an agent could transact through: UCP profile 14, Toast 2. 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.