Public benchmark Robots-aware · source onlyAudited partial dataset

WebMCP Readiness Index · wri-v1

The web’s action layer, mapped.

A frozen exploratory scan with its collection failures exposed. Use it to inspect hypotheses—not as a definitive league table of websites or WebMCP implementations.

Scheduled corpus

100,000 / 100,000

Audited partial

The runner emitted one record for every scheduled rank, but only 65,380 are valid collection outcomes. We quarantined 34,620 records from two scanner-wide failure windows instead of attributing them to websites.

Valid outcomes

65,380

Scored

36,323

Quarantined

34,620

Pinned source

GQJJK

Coverage is part of the result

Attempted Sep 2, 2026, 5:24 AM UTC

Download snapshot
Scored · 36323Robots excluded · 5632Unreachable · 23328Unsupported · 76Unsafe target · 21Scanner collection error · 34620

Frozen v1 score distribution

What the legacy heuristic grouped together

WRI v1 combined source-observed workflow density, baseline friction, and a static-hint gap. Its control-volume and missing-evidence assumptions are known validity limits, so this visualization is preserved for audit—not promoted as the current scoring model.

Higher opportunityStronger baseline →Weaker baseline
Density grid for 1000 scored rows loaded in this browser

Cells show density for 1,000 scored records currently loaded in this browser. Position reflects the frozen, uncalibrated WRI v1 heuristic—not product quality or measured WebMCP readiness.

Opportunity bands

high leverage5644
strong candidate13368
foundation17244
low interaction67

Visualizing the value proposition

From interface archaeology to explicit contracts

Illustration · not measured lift

Observed web interaction

Before: inference-heavy

1

Interpret pixels and prose

The agent reconstructs intent from an interface built for people.

2

Recover fragile selectors

Labels, DOM structure, and client state can shift between runs.

3

Guess whether it worked

Success must be inferred from visual or textual side effects.

Illustrative design target

After: contract-driven

1

Discover explicit tools

Named capabilities describe when and why they should be used.

2

Invoke a typed contract

Inputs are constrained before a consequential action executes.

3

Verify a declared result

Structured output supports deterministic post-action checks.

Audited exploratory results

Inspect the frozen WRI v1 evidence

Scores are uncalibrated source-only hypotheses. Equal scores share a dense score rank; popularity is shown separately and never resolves a tie. Collection failures remain visible.

1,250-record review slice loaded

The embedded slice is deliberately small and not representative. Load the full compressed artifact for complete search.

WRI v1 scoreDomainPopularBaselineActionsCoverage
B185high leverage
sbicard.com#8070448scored
B185high leverage
nsc.ru#13349430scored
B185high leverage
powerdekor-woodfloor.com#29515420scored
B185high leverage
lbbonline.com#44515446scored
B284high leverage
xundns.com#2064450scored
B284high leverage
uquiz.com#7818473scored
B284high leverage
caeb.cn#29168450scored
B284high leverage
takungpao.com#44868451scored
B284high leverage
urbit.org#56190472scored
B383high leverage
360.com#5608500scored
B383high leverage
szerencsejatek.hu#9222500scored
B383high leverage
trafficstars.com#10773502scored
B383high leverage
coralogix.com#11156508scored
B383high leverage
coinglass.com#15160502scored
B383high leverage
clausweb.ro#17888501scored
B383high leverage
thefap.net#24781493scored
B383high leverage
romania-webhosting.com#26828481scored
B383high leverage
part-kom.ru#29300491scored
B383high leverage
cindmin.com#29641500scored
B383high leverage
de-ele.com#30454500scored
B383high leverage
findmine.com#36020481scored
B383high leverage
supercoloring.com#38372494scored
B383high leverage
ciade.cc#40054480scored
B383high leverage
wirenboard.com#40139486scored
B383high leverage
leetcode.cn#41463491scored
B383high leverage
f5silverline.com#41503504scored
B383high leverage
58pic.com#43212490scored
B383high leverage
ratemyserver.net#56183505scored
B383high leverage
bisound.com#57052502scored
B383high leverage
sarawak.gov.my#57941506scored
B383high leverage
foriio.com#58736500scored
B383high leverage
swipesimple.com#60331507scored
B383high leverage
yaytext.com#64621501scored
B383high leverage
ylab.io#65203500scored
B383high leverage
trueamateurporn.org#66401493scored
B383high leverage
vidzx.org#68883482scored
B383high leverage
ncode.in#69328494scored
B383high leverage
claus.ro#71856501scored
B482high leverage
epicentrk.ua#7004510scored
B482high leverage
victronenergy.com#9193522scored
B482high leverage
castlebet.com.na#10161462scored
B482high leverage
tvsmotor.com#10980522scored
B482high leverage
1rpc.io#11342511scored
B482high leverage
1cupis.ru#11696511scored
B482high leverage
interpol.int#12912522scored
B482high leverage
nakamacloud.io#14683527scored
B482high leverage
jup.ag#15281522scored
B482high leverage
skribbl.io#18222512scored
B482high leverage
tpu.ru#21538521scored
B482high leverage
drdr.ir#22067521scored
B482high leverage
wsbetting.co.mw#22865462scored
B482high leverage
72dns.com#25073520scored
B482high leverage
hwfs.ru#26149511scored
B482high leverage
tetr.io#27505522scored
B482high leverage
trustedshops.de#27903522scored
B482high leverage
zelcore.io#29150523scored
B482high leverage
doregi.com#29757520scored
B482high leverage
flypobeda.ru#29927520scored
B482high leverage
byboai.com#30918520scored
B482high leverage
timesfreepress.com#34209529scored
B482high leverage
motionarray.com#36848524scored
B482high leverage
levels.fyi#36850517scored
B482high leverage
abuseat.org#37350523scored
B482high leverage
ewetel.de#38537441scored
B482high leverage
opinautos.com#40937520scored
B482high leverage
fairygodboss.com#42924522scored
B482high leverage
livescores.com#43243511scored
B482high leverage
faplane.com#60303523scored
B482high leverage
pobeda.aero#60684520scored
B482high leverage
my-shop.ru#63788511scored
B482high leverage
cashkaro.com#64965522scored
B482high leverage
smile.one#67340511scored
B482high leverage
pelago.com#69280523scored
B482high leverage
freshfields.com#69343522scored
B482high leverage
kathmandu.com.au#70238525scored
B482high leverage
mybillbook.in#70613524scored
B482high leverage
noxinfluencer.com#70691526scored
B482high leverage
podscan.fm#71392527scored
B482high leverage
ifilm.com#71867524scored
B482high leverage
kod.ru#71920511scored
B482high leverage
wooclap.com#73110523scored
B482high leverage
brid.gy#73548521scored
B482high leverage
upremium.asia#74414523scored
B482high leverage
asvla.com#75546510scored
B581high leverage
nginx.com#95534scored
B581high leverage
f5.com#114534scored
B581high leverage
itch.io#720546scored
B581high leverage
crazygames.com#1091522scored
B581high leverage
letsporn.com#1454533scored
B581high leverage
fliphtml5.com#2120538scored
B581high leverage
netgate.com#4251554scored
B581high leverage
ves.io#5431534scored
B581high leverage
mangatown.com#7543554scored
B581high leverage
sbercloud.ru#8097540scored
B581high leverage
reviewjournal.com#10585548scored
B581high leverage
creativemarket.com#11679544scored
B581high leverage
consumeraffairs.com#12383551scored
B581high leverage
shortpixel.ai#12404536scored
B581high leverage
cloud.ru#12514540scored
B581high leverage
la-croix.com#14860550scored

Showing 100 of 1250 matching rows in this browser dataset. 1,250 of 100,000 scheduled records are currently loaded.