Agent Readiness Leaderboard

September 2026 Edition · 356 websites ranked by agent readiness

A monthly benchmark — any crawled site gets scored. Not a curated list of usable agents.

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53/100
Average Score
83%
llms.txt Adoption
3%
Agent Card Adoption
2%
MCP Server Adoption

Key Findings

  • The average AI readiness grade is C (53/100)
  • Not a single site out of 356 earned an A grade
  • Only 83% of top websites serve an llms.txt file
  • Technical scores 87/100 on average, but Agent Auth lags at just 23
  • fastshot.ai leads the rankings with 73/100
  • Sales & Marketing leads by industry with an average score of 66/100
  • 6% of sites scored an F — failing AI readiness

Grade Distribution

A: 0
B: 89
C: 201
D: 46
F: 20

Category Averages

Technical
87
Agent Auth
23
Agent Discovery
39
Agent Protocols
46
Content Quality
64
Structured Data
49
Bot Accessibility
79
#SiteGradeScore
1fastshot.aiB73
2telnyx.comB73
3moss.devB72
4digits.comB71
5render.comB69
6preply.comB69
7slash.comB69
8razorpay.comB69
9planetscale.comB68
10getlilac.comB68
11open.cxB68
12jfrog.ioB67
13blaxel.aiB67
14gptr.devB67
15alpaca.marketsB67
16openfunnel.devB67
17wyze.comB66
18wyzecam.comB66
19didit.meB66
20attio.comB66
21heroku.comB66
22brightdata.comB65
23zeroentropy.devB65
24clickhouse.comB65
25coursera.orgB65
26parallel.aiB65
27vercel.comB64
28cohere.comB64
29optimizely.comB64
30mobalytics.ggB64
31notte.ccB64
32blink.newB64
33dell.comB64
34assembly.comB63
35workos.comB63
36alchemy.comB63
37firebaseapp.comB63
38monday.comB63
39danviet.vnB63
40ngrok.comB63
41quicknode.comB63
42trymaven.comB63
43surrealdb.comB63
44origami.chatB63
45arize.comB63
46office.comB62
47cloudinary.comB62
48circleci.comB62
49web.appB62
50getpostman.comB62
51govdelivery.comB62
52crashlytics.comB62
53frontapp.comB62
54openrouter.aiB62
55recall.aiB62
56jfrog.comB62
57replicas.devB62
58env0.comB62
59appcircle.ioB62
60roark.aiB62
61arangodb.comB62
62circle.comB62
63context7.comB62
64agent.aiB62
65trendmicro.comB61
66meilisearch.comB61
67postman.comB61
68termly.ioB61
69twilio.comB61
70bounceexchange.comB61
71tavily.comB61
72elevenlabs.ioB61
73useparagon.comB61
74deepsource.comB61
75galileo.aiB61
76agentmail.toB61
773ds.comB61
78shopify.comB60
79dynatrace.comC60
80yieldmo.comB60
81agora.ioB60
82mailchimp.comB60
83imunify360.comC60
84helpshift.comC60
85plesk.comC60
86higgsfield.aiB60
87tatum.ioB60
88evernote.comB60
89gdemoideti.ruC60
90sproutsocial.comC60
91kandji.ioC60
92wandera.comC60
93deepgram.comC60
94firecrawl.devB60
95cekura.aiB60
96confluent.ioC60
97langdock.comC60
98plain.comC60
99tella.comC60
100getdex.comB60
101copper.comC60
102domaintools.comB60
103stripe.comB60
104revenuecat.comC59
105apify.comC59
106clerk.comC59
107plaid.comC59
108mgid.comC59
109useinsider.comC59
110bigcommerce.comC59
111calendly.comC59
112undertone.comC59
113medal.tvC59
114tienphong.vnC59
115appier.netC59
116fullstory.comC59
117cloudglue.devC59
118coralogix.comC59
119doppler.comC59
120loops.soC59
121docker.comC59
122together.aiC59
123datadog.comC59
124salesforce.comC59
125lancedb.comC59
126nextjs.orgC58
127cursor.comC58
128mastra.aiC58
129grafana.comC58
130elementor.comC58
131clickup.comC58
132claude.comC58
133iubenda.comC58
134terraform.ioC58
135anker.comC58
136siftscience.comC58
137emarsys.netC58
138composio.devC58
139moda.devC58
140pagerduty.comC58
141heygen.comC58
142dropbox.comC58
143webiny.comC58
144ora.runC58
145hihonor.comC58
146resend.comC57
147supabase.comC57
148turso.techC57
149telekom.netC57
150jimdo.comC57
151evergage.comC57
152cvent.comC57
153bentley.comC57
154skylinewebcams.comC57
155appfolio.comC57
156connatix.comC57
157urbanairship.comC57
158fotmob.comC57
159pardot.comC57
160slack.comC57
161prismic.ioC57
162getnao.ioC57
163zendesk.comC57
164launchdarkly.comC56
165digicert.comC56
166onetrust.comC56
167github.comC56
168notion.soC56
169vidazoo.comC56
170classlink.comC56
171hotmart.comC56
172honor.comC56
173notion.comC56
174arkoselabs.comC56
175netgear.comC56
176simpli.fiC56
177dxc.comC56
178meetup.comC56
179juris.deC56
180snyk.ioC56
181zapier.comC56
182usa.govC56
183airbnb.comC56
184paypal.comC55
185modelcontextprotocol.ioC55
186webflow.comC55
187hubapi.comC55
188eufylife.comC55
189eufy.comC55
190browser-use.comC55
191mem0.aiC55
192shortcut.comC55
193airweave.aiC55
194coreweave.comC55
195fireworks.aiC55
196langchain.comC55
197wordpress.orgC55
198gov.ukC55
199zoom.usC55
200mayoclinic.orgC55
201vkusvill.ruC55
202intercom.comC55
203redis.ioC54
204turkiye.gov.trC54
205nvidia.comC54
206smartrecruiters.comC54
207sojern.comC54
208e-recht24.deC54
209colorlib.comC54
210scrapybara.comC54
211merge.devC54
212insforge.devC54
213mistral.aiC54
214anthropic.comC54
215chargebee.comC54
216dreamhost.comC53
217digitalocean.comC53
218linear.appC53
219ucr.eduC53
220kubernetes.ioC53
221dust.ttC53
222litellm.aiC53
223castari.comC53
224datafold.comC53
225fusionauth.ioC53
226snowflake.comC53
227chase.comC53
228bankofamerica.comC53
229db.comC53
230pinecone.ioC52
231walmart.comC52
232moloco.comC52
233mongodb.comC52
234tavus.ioC52
235stably.aiC52
236mage.aiC52
237onyx.appC52
2381password.comC52
239wellsfargo.comC52
240atlassian.comC52
241wise.comC52
242deepmind.googleC52
243opensea.ioC52
244framer.comC52
245asana.comC51
246surge.appC51
247vectorshift.aiC51
248cerebras.aiC51
249stability.aiC51
250replicate.comC51
251aws.amazon.comC51
252databricks.comC51
253canada.caC51
254craigslist.orgC50
255hubspot.comC50
256zappos.comC50
257linkup.soC50
258omnara.comC50
259statsig.comC50
260cloudflare.comC50
261bbc.comC49
262vocode.devC49
263discord.comC49
264deepl.comC49
265intuit.comC49
266cloud.google.comC49
267github.com/modelcontextprotocol/servers/tree/main/src/filesystemC48
268ikea.comC48
269primis.techC48
270huggingface.coC48
271thinkwithgoogle.comC48
272prequel.coC48
273wandb.aiC48
274nike.comC48
275crewai.comC48
276wayfair.comC48
277cdc.govC48
278netlify.comC47
279vuejs.orgC47
280datadoghq.comC47
281cyberdesk.ioC47
282figma.comC47
283microsoft.comC47
284nytimes.comC47
285airtable.comC47
286arstechnica.comC46
287weather.comC46
288theverge.comC46
289developer.mozilla.orgC45
290cyberark.comC45
291google.comD45
292perplexity.aiD45
293azure.microsoft.comD45
294target.comD44
295mentalfloss.comD44
296irs.govD44
297go.comD44
298techcrunch.comD44
299ara.soD42
300bloomberg.comD42
301mit.eduD42
302react.devD42
303docs.python.orgD42
304fly.ioD41
305wired.comD41
306robinhood.comD41
307wpzoom.comD40
308svelte.devD40
309substack.comD40
310nasa.govD40
311theguardian.comD40
312nih.govD39
313whitehouse.govD39
314uber.comD39
315tiktok.comD38
316dittowords.comD38
317webmd.comD38
318bestbuy.comD37
319wikipedia.orgD37
320openai.comD37
321amazon.comD37
322khanacademy.orgD36
323tailwindcss.comD36
324youtube.comD36
325spotify.comD36
326hulu.comD36
327linkedin.comD34
328state.govD34
329netflix.comD33
330adobe.comD33
331booking.comD33
332twitter.comD32
333square.comD32
334coinbase.comD31
335canva.comD30
336stanford.eduD30
337zillow.comF29
338homedepot.comF29
339ebay.comF29
340europa.euF29
341cnn.comF27
342aliexpress.comF26
343stackoverflow.comF23
344etsy.comF22
345reddit.comF22
346adidas.comF22
347medium.comF22
348doordash.comF21
349azbyka.ruF20
350midjourney.comF19
351yelp.comF18
352tripadvisor.comF14
353meta.aiF14
354macys.comF14
355reuters.comF12
356costco.comF10

Couldn't measure (3)

Sites we attempted to audit but couldn't reach (anti-bot blocks, fetch failures, or auth-gated content). Excluded from rankings; listed here for transparency.

  • expedia.com
  • opentable.com
  • washingtonpost.com

Scores generated by w2agent — Agent Readiness for the Web

Scored Jun 7, 2026 · Rubric v2.0