shopee.sg

scanned 9/26/2026, 12:27:46 AM · took 142s · HouseholdGemini · gemini-2.5-flash · HTTP · Target shopee.sgA measurement at one moment, not a verdict · Methodology

44/ 100

DNeeds work

Shopee.sg is largely inaccessible to AI agents due to a client-rendered homepage with zero HTML links, forcing agents to rely on external search.

The one fix worth most right nowGet the fix files →

Put the main links in the raw HTML+3044 → 74 · grade D → C

All of them together: 93 (A)

Projected from the audit record. After fixing, re-run the task or re-measure to confirm.

AI agents struggled significantly to navigate shopee.sg, achieving only a 10% task success rate. The primary blocker is the homepage, which is a Single Page Application (SPA) empty shell containing zero links in its raw HTML. Because most agents cannot execute JavaScript to render the page, they are unable to discover internal pages naturally. Consequently, agents had to rely heavily on external search engines to find information for almost all tasks. Furthermore, the absence of standard agent-facing files like `llms.txt` and `sitemap.xml` leaves agents with no structural guidance, leading to complete failures in areas like stock, support, and contact.

What works

The site does not actively block bots and returns a 200 HTTP status for the homepage.
When agents successfully bypassed the homepage via external search, they cited the site's own URLs 80% of the time.
The signup intent was fully successful, albeit requiring a heavy search bridge to locate.

What to fix

For each item: its current state, why it matters, how to fix it and how to check. The same content comes as files you can hand straight to whoever does the work.

Putting the items together…

Fix files

Files generated from this audit. Paste them in, or hand them to a coding agent. Have someone review them before they go live.

Building the fix files…

Detailed results

The results behind the score, and the measurement record.

Discovery

8/20

Access

26/30

Navigation

0/30

Completion

10/20

1.Can an agent get into the site at all?100/100

HTTPREDIRECT

Evidence

homepage HTTP 200
redirect hops: 0

2.Does the site let agents through rather than block them?70/100

ROBOTSBOT

Evidence

robots.txt contains Disallow rules
First byte after 187ms

3.Does it publish machine-readable guidance?15/100

LLMS.TXTSITEMAPROBOTS

Evidence

/llms.txt — absent (HTTP 404)
/llms-full.txt — absent (HTTP 404)
/sitemap.xml — absent (HTTP 404)
/sitemap-index.xml — absent (HTTP 404)
/sitemap_index.xml — absent (HTTP 404)
/robots.txt — present

4.Is the raw HTML readable without running JavaScript?0/100

HTMLSSR

Evidence

0 links in the raw HTML

5.Does the site answer pricing itself?55/100

PRICINGPARTIAL

Evidence

outcome success · verdict partial
the final answer cited this site
site-guided navigation 0%
2xx rate 100%
done_big_detour

6.Does the site answer shipping and returns itself?55/100

SHIPPINGPARTIAL

Evidence

outcome success · verdict partial
the final answer cited this site
site-guided navigation 0%
2xx rate 100%
done_big_detour

7.Can an agent tell whether an item is available?15/100

STOCKFAILED

Evidence

outcome success · verdict failed
the final answer cited no URL from this site
site-guided navigation 0%
2xx rate 0%
done_small_detour

8.Does the site guide an agent to support?55/100

SUPPORTFAILED

Evidence

outcome success · verdict failed
the final answer cited this site
site-guided navigation 0%
2xx rate 100%
done_big_detour

9.Can an agent reach a human contact?55/100

CONTACTFAILED

Evidence

outcome success · verdict failed
the final answer cited this site
site-guided navigation 0%
2xx rate 100%
done_big_detour

10.Does it state the refund or cancellation rule with a deadline?55/100

POLICYPARTIAL

Evidence

outcome success · verdict partial
the final answer cited this site
site-guided navigation 0%
2xx rate 100%
done_big_detour

11.Can an agent compare two plans or products?62/100

COMPAREPARTIAL

Evidence

outcome success · verdict partial
the final answer cited this site
site-guided navigation 33%
2xx rate 100%
done_big_detour

12.Can an agent reach the latest notice, with its date?30/100

LATESTFAILED

Evidence

outcome success · verdict failed
the final answer cited no URL from this site
site-guided navigation 25%
2xx rate 100%
done_big_detour

13.Can an agent find branch or store locations?55/100

LOCATIONSFAILED

Evidence

outcome success · verdict failed
the final answer cited this site
site-guided navigation 0%
2xx rate 100%
done_big_detour

14.Does the site guide an agent through signing up?80/100

SIGNUPFULL

Evidence

outcome success · verdict full
the final answer cited this site
site-guided navigation 0%
2xx rate 100%
done_big_detour

WebMCP — what the site declares about itself

No tools registered

navigator.modelContext was not found on this page. Not adopted yet.

Put the content in the first HTML and add llms.txt first; then declare the tasks that failed above as tools.

Open it yourself with AOO Lens →

Act-stage check (nothing submitted)

Checks whether an agent could fill in the forms and press the buttons, up to the point of pressing. No form was submitted, nothing added to a cart, nothing paid. Report only; not scored.

The act stage was not checked in this audit.

Per-task results

Task	Verdict	Own-site share	Request success	Followed guidance	Cited own site
find pricing	Partial	100%	100%	0%	Yes
shipping & returns	Partial	100%	100%	0%	Yes
is it available	Failed	0%	0%	0%	No
get support	Failed	100%	100%	0%	Yes
contact a human	Failed	25%	100%	0%	Yes
refund policy	Partial	100%	100%	0%	Yes
compare two options	Partial	100%	100%	33%	Yes
latest notice	Failed	75%	100%	25%	No
find a branch	Failed	50%	100%	0%	Yes
create an account	Full	100%	100%	0%	Yes

About this report

Measured: 9/26/2026, 12:27:46 AM GMT+9
Engine: Gemini · gemini-2.5-flash · HTTP

This is what AI agents could do on the site at the time above, measured by actually using it. It is not a verdict on the site or the company, and the result can change when the site does.

Methodology →About AOO-Bot and opting out →