Audit your site's WebMCP

We load your site in a real browser and score the tools it gives an agent. Below, every audited site ranked by score; the full directory of claims and live observations is the home page.
Agent goal

Audited sites

Tools observed live in a real browser, with enough coverage to grade - ranked by score.
#SiteScoreToolsOpen report
1camjam.co.nz3h ago1005
2deveserisso.com.br8h ago994
3shipreal.dev16h ago957
4h3.dev8h ago906
5ejaj.cz8h ago898
6agentcommunity.org8h ago861
7mitosislabs.ai8h ago865
8agentready.market8h ago861
9mcptoplist.com7h ago855
10talogen.dev2d ago855
11fyndling.de8h ago847
12sudhanva.me15h ago831
13sealgate.ai8h ago831
14apdomi.pl15h ago836
15nz365guy.com8h ago835
16kulikowski.me2d ago833
17therapyworld.org7h ago834
18puzl.no8h ago831
19portalmuzyczny.pl8h ago821
20useblume.dev8h ago823
21pawelkubiak.dev7h ago824
22amicited.com8h ago824
23waitspin.com8h ago824
24spoken.md7h ago813
25aicertificates.study7h ago815
26sema.run8h ago8117
27citedy.com8h ago8111
28karoleloi.com2d ago816
29webmcp.ro8h ago816
30armorathletics.com8h ago803
31plori.ai7h ago805
32nodecraft.com8h ago803
33drevenica.sk7h ago808
34muretai.com8h ago806
35originalnadrevenica.sk7h ago808
36a2a.global2d ago806
37cloverbase.com8h ago804
38usercentrics.com8h ago804
391claw.xyz8h ago791
40getscaled.com8h ago791
41jarrettstanley.com8h ago794
42xingwangzhe.fun8h ago797
43goai.ro8h ago794
4410xgtm.ai1d ago793
45Oraora.ai2d ago793
46avivita.co.il7h ago782
47north28.studio8h ago783
48webmcp.com7h ago786
49specification.website8h ago785
50carwyapar.com8h ago7810
51julditec.com8h ago783
52tatum.io8h ago783
53clearlist.me8h ago773
54Attioattio.com8h ago775
55stalux.needhelp.icu8h ago777
56pickcrest.com8h ago776
57isainative.dev2d ago772
58bema.jpamorgan.com7h ago762
59poppykidsdental.com7h ago763
60yonyon.ai8h ago764
61getaiso.com8h ago764
62baerskintactical.com8h ago769
63developers.openai.com7h ago765
64mabbs.github.io8h ago7610
65trolleyscout.co.za7h ago764
66headless.report7h ago763
67headless.vision1d ago763
68worldmonitor.app8h ago752
69zephior.com15h ago753
70waisa.ca7h ago7512
71marketintell.ai8h ago755
72aifoc.us8h ago756
73quokkapix.com15h ago7514
74paintscratch.com8h ago7510
75soarmedia.agency8h ago7510
76beckmann.ai8h ago759
77scvd.store51m ago755
78codaquest.com7h ago745
79get-flowie.com8h ago743
80puppyone.ai8h ago741
81jajiga.com15h ago742
82farahsolutions.ae8h ago744
83identik.me8h ago748
84marketing-tools.info8h ago742
85sentient-ui.com8h ago731
86spree.apparel.monster8h ago7316
87travelpro.com7h ago7310
88jackarcher.com7h ago7310
89watchanchor.com8h ago736
90hunchbank.com7h ago7339
91ascentprotein.com7h ago7310
92teacollection.com2d ago7310
93match-ai.nl8h ago7310
94mattpyle.com8h ago736
95blitzreels.com7h ago724
96ashwingopalsamy.in8h ago726
97cuvo.co7h ago7211
98unifapi.com8h ago724
99Renderrender.com8h ago725
100outbig.bid7h ago724
101shop.zimaspace.com2d ago7210
102dmarc.networkthinking.com7h ago724
103agent-ready.dev8h ago713
104fenod.fr8h ago713
105theprotoclinical.com8h ago7110
106nektronic.com.ar8h ago719
107abahanavillas.com8h ago713
108docs.mcp-b.ai8h ago713
109stacktr.ee15h ago705
110anew.page7h ago706
111blindpay.com8h ago703
112team.management7h ago702
113Forterforter.com8h ago706
114openfort.io8h ago705
115runtype.com8h ago705
116ippodotea.com4h ago7016
117feverup.com8h ago704
118awaytravel.com8h ago7010
119btosports.com2d ago7010
120incapto.com7h ago7010
121laboutiquedessaucissons.fr7h ago7010
122lisaraleigh.com7h ago7010
123nutrimuscle.com8h ago7010
124partakefoods.com8h ago7010
125presscoffee.com8h ago7010
126naczarter.pl8h ago704
127switchai.it8h ago704
128marketing.dev.clueso.io2d ago703
129thataicollection.com8h ago703
130comparethecloud.net8h ago702
131Primitiveprimitive.dev8h ago692
132symbaiex.com8h ago692
133deepsearch.app8h ago694
134Lagogetlago.com8h ago691
135navattic.com8h ago692
136readmbox.com7h ago696
137brooklinen.com8h ago6910
138reebok.com2d ago6910
139kakeklar.no8h ago692
140web-ai-sdk.dev8h ago691
141xquik.com7h ago682
142iammatthias.com8h ago685
143redpim.de8h ago681
144yutori.com8h ago684
145outside-the-box.dev8h ago684
146birmakine.com8h ago6842
147toban.app8h ago6816
148marketingmanagerjobs.com8h ago6811
149thepromogroup.co.za15h ago689
150spotter.amitvaria.com8h ago681
151submoapp.com8h ago674
152formswrite.com7h ago673
153esdeveniments.cat8h ago675
154rafeblandford.com8h ago674
155netgear.com8h ago673
156heroleague.ai7h ago674
157vneconomy.vn8h ago673
158docs.dify.ai7h ago672
159Latitudelatitude.so8h ago665
160clashofcoins.com8h ago663
161flyweel.co8h ago662
162store.tryrankly.com8h ago6614
163myhaldirams.uk2d ago6610
164qrcodecrafter.com1d ago669
165jezersko.sk8h ago6610
166scribe.buzz8h ago666
167lirn.net8h ago663
168hopi.co.uk8h ago662
169fume.finance7h ago654
170reapi.ai8h ago651
171geosurge.ai8h ago654
172topograph.co8h ago652
173jim.com8h ago652
174shop.alpic.ai8h ago6510
175aidan.buzz8h ago656
176hayalows.com7h ago654
177leotsem.com8h ago651
178rrmacademy.org8h ago643
179agent-to-agent-commerce.de8h ago641
180go-orca.tech8h ago643
181tansohq.com8h ago641
182flatwrite.md15h ago6412
183humanforai.dev20h ago645
184zer0dev.vercel.app21h ago645
185linkedmash.com7h ago631
186wachter.ai7h ago631
187simple-chat.com7h ago6319
188yaptask.com7h ago632
189ricmac.org8h ago632
190isitagentready.com8h ago631
191cesium-browser-agent.pages.dev8h ago6361
192tivon-flower.co.il7h ago636
193node8.ai8h ago634
194danang.kim8h ago632
195e-advertising.ro8h ago632
196jobspipe.dev8h ago624
197pieverse.io8h ago622
198mana.am8h ago622
199nekuda.ai8h ago624
200marketresearchfuture.com8h ago624
201webscore.now8h ago624
202dribba.com8h ago6117
203publica.now8h ago613
204postalform.com8h ago617
205dailybot.com8h ago612
206dupe.com2d ago612
207pindufai.com8h ago618
208heatingplus.ro8h ago618
209mydentify.com8h ago612
210ellelion.com7h ago602
211speakai.co8h ago603
212attention.com8h ago602
213pyrra.net8h ago604
214betomuniz.com8h ago603
215friendlyguid.com8h ago601
216profitwhisperers.com15h ago601
217coinvela.com8h ago591
218moss.dev8h ago593
219chainstack.com8h ago596
220callforpaper.org7h ago593
221eworker.ca7h ago594
222aicontentdrop.com2d ago5810
223lumbox.co15h ago584
224nohacks.co8h ago584
225seiright.com8h ago587
226admintoolkit.io8h ago5824
227siblingssoftware.com.ar8h ago588
228audit.wordlift.io8h ago581
229Telnyxtelnyx.com8h ago571
230zuplo.com8h ago572
231norbelys.com8h ago575
232Monday.commonday.com2d ago571
233vaanzari.com7h ago5737
234CrewAIcrewai.com8h ago572
235peppolvalidator.com8h ago574
236inkle.ai8h ago572
237giantmarkdown.com7h ago574
238quicknode.com8h ago565
239dedaluslabs.ai8h ago562
240foundersprime.com8h ago564
241cocktail.glass8h ago567
242gexlog.com8h ago565
243nycrsvps.com8h ago562
244antequera.click8h ago563
245timmcmahon.com.au8h ago562
246getcatalog.ai8h ago5511
2471000xdev.com8h ago541
248tesla-daily.lugassy.net8h ago542
249inboxguard.io8h ago541
250reflex.dev8h ago542
251hiro.is8h ago532
252v-sum.com8h ago536
253immersivecommons.com8h ago525
254Knockknock.app8h ago524
255allsvgicons.com7h ago521
256consentik.com8h ago523
257heffl.com8h ago515
258scholar-sidekick.com8h ago507
259xseek.io8h ago504
260Airbyteairbyte.com8h ago493
261go.lmm.best7h ago498
262match-day.nl8h ago494
263agentline.cloud8h ago493
264emorahealth.com8h ago4810
265Customer.iocustomer.io8h ago483
266dreyv.com8h ago4510
267notte.cc8h ago451

How the score works

Availability gates the score: a page no in-browser agent can use gets no number. What passes the gate is scored on four pillars: Shared experience, Task completion, Tool quality, Trust, out of 100.
Shared experienceweight 30
People and agents share this page. We grade the page a person actually sees and whether they can see what the agent does, so a site cannot score well by serving agents and no one else.
Task completionweight 25
Could an agent get a task done here. We give an agent the tasks a site of this kind exists for and check it picks the right tool with the right arguments, and that the tool set covers the job.
Tool qualityweight 25
Are the tool contracts built right. Valid schemas, descriptions that say what comes back, names an agent can tell apart, handlers behind every tool.
Trustweight 20
Can an agent trust what the tools declare. Read-only hints that match what the tool actually says it does, and metadata that describes tools instead of steering the agent reading it.
The open source webmcp plugin teaches your coding agent to audit a site, implement tools on document.modelContext, and verify them in a real browser. npx @ora-ai/webmcp-verify runs the verification on its own. No signup, no hosted service.Entering the OpenAI WebMCP Challenge? An audit here reviews three of its judging dimensions with evidence from a real browser. Originality and end-to-end execution still take human review.