Agent Readiness Leaderboard

May 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
3moss.devB72
9planetscale.comB68
12jfrog.ioB67
14blaxel.aiB67
21heroku.comB66
32notte.ccB64
36firebaseapp.comB63
40ngrok.comB63
42quicknode.comB63
48circleci.comB62
49web.appB62
50getpostman.comB62
52crashlytics.comB62
56recall.aiB62
57env0.comB62
58jfrog.comB62
59replicas.devB62
65twilio.comB61
67postman.comB61
74useparagon.comB61
75deepsource.comB61
87tatum.ioB60
95cekura.aiB60
105nextjs.orgC59
111plaid.comC59
119cloudglue.devC59
127cursor.comC58
128mastra.aiC58
142webiny.comC58
143grafana.comC58
149supabase.comC57
155terraform.ioC57
186hubapi.comC55
191shortcut.comC55
211insforge.devC54
217linear.appC53
222litellm.aiC53
233mongodb.comC52
235stably.aiC52
246vectorshift.aiC51
247surge.appC51
257omnara.comC50
262vocode.devC49
276github.com/modelcontextprotocol/servers/tree/main/src/filesystemC48
278netlify.comC47
282cyberdesk.ioC47
300ara.soD42
304fly.ioD41
310svelte.devD40
316dittowords.comD38
323tailwindcss.comD36

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 May 30, 2026 · Rubric v2.0