The Direct Index
City index · SG · scans continue hourly

Singapore tours, attractions and museums: which businesses can AI agents use?

Every tour operator, attraction and museum in Singapore with its own website, scanned the same way. 34 of 43 scanned so far.

586

businesses in OpenStreetMap

43

have their own website on record

10%

of reachable sites turn an AI crawler away at the edge

6

score A or B so far

A 0 · B 6 · C 5 · D 4 · F 19

Scores are provisional where the action test or the citation check is still to come. Methodology · Markdown · JSON.

Findings

What the index found in Singapore tours, attractions and museums

Menu or price list
none31
Direct booking or ordering
none22
own site9
Site builder
Unknown20
Wordpress9
Shopify1
Webflow1
AI crawlers
Turn at least one away at the edge3
Block one in robots.txt0
Turn every visitor without a browser away3
Did not answer in time0
Unreachable from our scanner3
No working site (dead address)9

Counts are over the 31 reachable sites, latest scan of each. Listings come from OpenStreetMap; businesses without a website of their own are counted but not scanned. 9 more have an address that no longer answers (dead domain, bad certificate or server down); they count next to the businesses without a website and stay out of the ranking.

Kind

Singapore, by kind

Each kind of business is its own index, scanned the same way. This page is the tours, attractions and museums index.

KindBusinessesOwn siteSites scannedGrades
restaurants and fast food6,901715576

A 40 · B 157 · C 97 · D 76 · F 206

cafes and bars2,490299237

A 14 · B 56 · C 43 · D 40 · F 84

hairdressers and beauty salons1,0706453

A 1 · B 10 · C 9 · D 20 · F 13

dentists, clinics and vets9646155

A 1 · B 6 · C 21 · D 9 · F 18

tours, attractions and museums
this page
5864334

A 0 · B 6 · C 5 · D 4 · F 19

Month by month

Singapore tours, attractions and museums, month by month

A dated page per month, final once the month ends: how many sites turn AI crawlers away, how many take bookings or orders on their own domain, how many score A or B.

MonthSites scannedTurn a crawler awayDirect booking or orderingA or B
October 2026 so far4310%29%6
Month by month

Singapore tours, attractions and museums, month by month: the chart

Singapore tours, attractions and museums, month by month0%50%100%Oct 26Direct booking or ordering 29%A or B 14%Turn a crawler away 10% Singapore tours, attractions and museums: Sites scanned02550Oct 26Sites scanned 43

October 2026 so far: 10% of reachable sites turn a crawler away, 29% take a booking or an order on their own domain, 6 score A or B. The chart gains a point each month.

Transactable

Can an agent transact in Singapore tours, attractions and museums?

0 of 31 reachable sites expose a rail an agent could transact through. 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.

Leaderboard

Ranked by Agent-Direct Score

Own one of these? Open its page to rescan or claim it. 9 places you can book or order from directly →

#BusinessScoreMenuDirect channelAI crawlers
1Red Dot Design Museum
red-dot.sg
B 80%noneown siteopen
2Madame Tussauds Singapore
madametussauds.com
B 78.8%noneown siteopen
3WTS Travel
wtstravel.com.sg
B 77.5%noneown siteopen
4Resorts World Sentosa
rwsentosa.com
B 76.9%noneown siteopen
5The Gem Museum
thegemmuseum.gallery
B 72.5%noneown siteopen
6Singapore Chinese Cultural Centre
singaporeccc.org.sg
B 70%noneown siteopen
7Vintage cameras museum
swcurtis.com
C 60%noneown siteopen
8Science Centre Singapore
science.edu.sg
C 58.8%noneown siteopen
9Sun Yat Sen Nanyang Museum
sysnmh.org.sg
C 58.8%noneown siteopen
10National Gallery Singapore
nationalgallery.sg
C 56.9%nonenoneopen
11Hell's Museum
hawparvilla.sg
C 55.4%nonenoneopen
12Mint Museum of Toys
emint.com
D 53.8%nonenoneopen
13Battlebox Visitor Centre
battlebox.com.sg
D 50.8%nonenoneopen
14Objectifs - Centre for Photography and Film
objectifs.com.sg
D 50.8%nonenoneopen
15KidZania Singapore
kidzania.com.sg
D 41.5%nonenoneopen
16Air Force Museum
defencecollectivesg.com
F 38.5%nonenoneopen
17Asian Civilisations Museum
nhb.gov.sg
F 38.5%nonenoneopen
18Houbii Spot Rope Course
houbiispotsingapore.com
F 38.5%nonenoneopen
19Light Show: Garden Rhapsody
gardensbythebay.com.sg
F 38.5%nonenoneopen
20Malay Heritage Centre
malayheritage.gov.sg
F 38.5%nonenoneopen
21Musical Box Museum
singaporemusicalboxmuseum.org
F 38.5%nonenoneopen
22RMG Tours Pte Ltd
rmgtours.com
F 38.5%nonenoneopen
23RMG Travel Pte Ltd
rmgtravel.com
F 38.5%nonenoneopen
24SAM at Tanjong Pagar Distripark
singaporeartmuseum.sg
F 38.5%nonenoneopen
25amigos horse riding
amigoshorseriding.com
F 38.5%nonenoneopen
26新加坡佛牙寺龙华院
buddhatoothrelictemple.org.sg
F 38.5%nonenoneopen
27Chinese Heritage Centre
ntu.edu.sg
F 35.4%nonenoneopen
28Scentopia
scentopia-singapore.com
F 35.4%nonenoneopen
29Sentosa Nature Discovery
sentosa.com.sg
F 35.4%nonenoneopen
30Lee Kong Chian Natural History Museum
nus.edu.sg
F 0%unreachablenoneblocked
31Poland's Bells of Happiness (Dar Pomorza)
trojmiasto.pl
F 0%unreachablenoneblocked
32Singapore Coin and Notes Museum
singaporemint.com
F 0%unreachablenoneblocked