AI Readiness Leaderboard

March 2026 Edition · 136 websites ranked by AI readiness

44/100
Average Score
32%
llms.txt Adoption
0%
Agent Card Adoption
0%
MCP Server Adoption

Key Findings

  • The average AI readiness grade is D (44/100)
  • Not a single site out of 136 earned an A grade
  • Only 32% of top websites serve an llms.txt file
  • 0% of sites have an agent card or MCP server
  • Technical scores 82/100 on average, but Agent Discovery lags at just 15
  • datadog.com leads the rankings with 74/100
  • SaaS leads by industry with an average score of 51/100
  • 15% of sites scored an F — failing AI readiness

Grade Distribution

A: 0
B: 18
C: 50
D: 48
F: 20

Category Averages

Bot Accessibility
70
Structured Data
34
Content Quality
52
Agent Discovery
15
Agent Protocols
18
Technical
82
All (136)E-Commerce (15)SaaS (15)Media & Content (14)AI & Tech (39)Government (10)Documentation (7)Social (6)Finance (10)Other (20)
#SiteGradeScore
60vuejs.org→C48
61docs.python.org→C48
69svelte.dev→C45
74react.dev→D44
84tailwindcss.com→D40
85stackoverflow.com→D40
106developer.mozilla.org→D33

Scores generated by w2agent — AI Readiness Audit for the Web

Last updated: March 7, 2026

AI Readiness Leaderboard — w2agent