Audit your site's WebMCP

We load your site in a real browser and score the tools it gives an agent. Browse the sites known to ship WebMCP in the directory.
Agent goal
#SiteScoreOpen report
12ndface.infoLive tools100
2camjam.co.nzLive tools100
3citedy.comLive tools100
4portalmuzyczny.plLive tools100
5sealgate.aiLive tools100
6sudhanva.meLive tools100
7zephior.comLive tools100
8deveserisso.com.brLive tools93
9north28.studioLive tools88
10waitspin.comLive tools88
111claw.xyzLive tools86
12agentcommunity.orgLive tools85
13agentready.marketLive tools85
14getscaled.comLive tools85
15nz365guy.comLive tools84
16cloverbase.comLive tools81
17therapyworld.orgLive tools81
18ellelion.comLive tools80
19redpim.deLive tools80
20farahsolutions.aeLive tools78
21h3.devLive tools78
22ejaj.czLive tools77
23getaiso.comNot live yet77
24kulikowski.meLive tools77
25nodecraft.comLive tools77
26trolleyscout.co.zaLive tools77
27attio.comLive tools76
28headless.reportNot live yet76
29mcptoplist.comNot live yet76
30webmcp.comLive tools75
31amicited.comLive tools74
32fyndling.deLive tools74
33puzl.noLive tools74
34ricmac.orgLive tools74
35avivita.co.ilLive tools73
36isainative.devLive tools73
37jarrettstanley.comLive tools73
38mattpyle.comLive tools73
39puppyone.aiLive tools73
40sentient-ui.comLive tools73
41armorathletics.comLive tools72
42forter.comLive tools72
43goai.roLive tools72
44sema.runLive tools72
45simple-chat.comLive tools71
46symbaiex.comLive tools71
47getlago.comNot live yet70
48iammatthias.comLive tools70
49julditec.comLive tools70
50poppykidsdental.comNot live yet70
51spotter.amitvaria.comNot live yet70
52useblume.devNot live yet70
53web-ai-sdk.devNot live yet70
54xquik.comLive tools70
55drevenica.skNot live yet69
56karoleloi.comLive tools69
57originalnadrevenica.skNot live yet69
58pawelkubiak.devLive tools69
59spoken.mdNot live yet69
60toban.appLive tools69
61webmcp.roLive tools69
62worldmonitor.appLive tools69
63allsvgicons.comLive tools68
64cesium-browser-agent.pages.devLive tools68
65danang.kimNot live yet68
66latitude.soNot live yet68
67rafeblandford.comNot live yet68
68aidan.buzzLive tools67
69bema.jpamorgan.comLive tools67
70qrcodecrafter.comLive tools67
71scribe.buzzLive tools67
72carwyapar.comNot live yet66
73developers.openai.comNot live yet66
74esdeveniments.catNot live yet66
75jezersko.skNot live yet66
76leotsem.comNot live yet66
77netgear.comLive tools66
78pyrra.netLive tools66
79reapi.aiNot live yet66
80seminara.onlineLive tools66
81switchai.itNot live yet66
82abahanavillas.comLive tools65
83agent-to-agent-commerce.deNot live yet65
84comparethecloud.netNot live yet65
85flatwrite.mdNot live yet65
86go-orca.techNot live yet65
87incapto.comNot live yet65
88laboutiquedessaucissons.frNot live yet65
89match-ai.nlNot live yet65
90myhaldirams.ukNot live yet65
91paintscratch.comNot live yet65
92partakefoods.comNot live yet65
93tansohq.comNot live yet65
94team.managementNot live yet65
95theprotoclinical.comNot live yet65
96travelpro.comNot live yet65
97waisa.caNot live yet65
98yutori.comNot live yet65
99aicertificates.studyNot live yet64
100baerskintactical.comNot live yet64
101ippodotea.comNot live yet64
102jajiga.comNot live yet64
103aloyoga.comNot live yet63
104ascentprotein.comNot live yet63
105awaytravel.comNot live yet63
106brooklinen.comNot live yet63
107btosports.comNot live yet63
108callforpaper.orgNot live yet63
109deepsearch.appLive tools63
110feverup.comLive tools63
111formswrite.comLive tools63
112identik.meNot live yet63
113jackarcher.comNot live yet63
114jobspipe.devNot live yet63
115kakeklar.noNot live yet63
116lisaraleigh.comNot live yet63
117nutrimuscle.comNot live yet63
118presscoffee.comNot live yet63
119reebok.comNot live yet63
120render.comNot live yet63
121shop.zimaspace.comNot live yet63
122soarmedia.agencyNot live yet63
123teacollection.comNot live yet63
124tivon-flower.co.ilNot live yet63
125topograph.coNot live yet63
126watchanchor.comNot live yet63
127webscore.nowNot live yet63
128apdomi.plLive tools62
129clearlist.meNot live yet62
130dailybot.comNot live yet62
131gexlog.comLive tools62
132inkle.aiNot live yet62
133nektronic.com.arNot live yet62
134pickcrest.comLive tools62
135spree.apparel.monsterNot live yet62
136beckmann.aiLive tools61
137docs.dify.aiNot live yet61
138jim.comLive tools61
139yonyon.aiNot live yet61
140betomuniz.comNot live yet60
141blindpay.comNot live yet60
142dupe.comLive tools60
143marketintell.aiLive tools60
144mitosislabs.aiLive tools60
145speakai.coNot live yet60
146specification.websiteNot live yet60
147stacktr.eeLive tools60
148store.tryrankly.comNot live yet60
149anew.pageLive tools59
150friendlyguid.comNot live yet59
151norbelys.comNot live yet59
152peppolvalidator.comNot live yet59
153vaanzari.comNot live yet59
154aifoc.usNot live yet58
155ashwingopalsamy.inNot live yet58
156cuvo.coNot live yet58
157docs.mcp-b.aiNot live yet58
158moss.devNot live yet58
159plori.aiLive tools58
160status.networkthinking.comNot live yet58
161yaptask.comLive tools58
162consentik.comNot live yet57
163crewai.comNot live yet57
164dribba.comLive tools57
165fume.financeNot live yet57
166marketing-tools.infoNot live yet57
167muretai.comLive tools57
168publica.nowNot live yet57
169runtype.comNot live yet57
170thataicollection.comNot live yet57
171geosurge.aiNot live yet56
172heroleague.aiNot live yet56
173outbig.bidNot live yet56
1741000xdev.comNot live yet55
175a2a.globalLive tools55
176dmarc.networkthinking.comNot live yet55
177e-advertising.roLive tools55
178lirn.netLive tools55
179nekuda.aiLive tools55
180node8.aiLive tools55
181profitwhisperers.comNot live yet55
182readmbox.comNot live yet55
183scholar-sidekick.comNot live yet55
184submoapp.comNot live yet55
185tatum.ioNot live yet55
186thepromogroup.co.zaNot live yet55
187attention.comNot live yet54
188flyweel.coLive tools54
189konstantinos.topNot live yet54
190siblingssoftware.com.arLive tools54
191usercentrics.comNot live yet54
192xingwangzhe.funNot live yet54
193codaquest.comLive tools53
194heatingplus.roLive tools53
195hopi.co.ukNot live yet53
196mana.amNot live yet53
197nycrsvps.comNot live yet53
198openfort.ioNot live yet53
199postalform.comNot live yet53
200stalux.needhelp.icuNot live yet53
-travelomi.comNo WebMCP0
-bestprice.grNo WebMCP0
-go.lmm.bestNot live yet51
-giantmarkdown.comNot live yet50
Showing the top 200 of 254 ranked sites.

How the score works

Every audit weighs three things: WebMCP use (50), Usefulness (30), Human experience (20), for a score out of 100.
WebMCP useweight 50
Is the integration built right. We load the page in a real browser and check that the tools register and run for an actual visitor, that their schemas are valid, and that risky actions say so.
Usefulnessweight 30
Can an agent get things done here. We check that the tools cover what the site is for, and that names and descriptions let an agent pick the right tool with the right arguments.
Human experienceweight 20
Does the page still serve the person next to the agent. We grade the page a human actually sees, so a site cannot score well by serving agents and no one else.