Agent Readiness Leaderboard

Name: w2agent
Author: w2agent

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

Agent Card Adoption

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

Agent Auth

Agent Discovery

Agent Protocols

Content Quality

Structured Data

Bot Accessibility

#	Site	Grade	Score	Category	Platform	Standards
13	gptr.dev→	B	67	Agent Tools	—	llms.txtagent-card
22	brightdata.com→	B	65	Agent Tools	—	llms.txt
26	parallel.ai→	B	65	Agent Tools	—	llms.txt
41	arize.com→	B	63	Agent Tools	—	llms.txt
54	context7.com→	B	62	Agent Tools	—	llms.txt
55	openrouter.ai→	B	62	Agent Tools	—	llms.txt
64	agent.ai→	B	62	Agent Tools	—	llms.txtagent-card
71	agentmail.to→	B	61	Agent Tools	—	llms.txt
72	tavily.com→	B	61	Agent Tools	—	llms.txtagent-cardMCP
73	elevenlabs.io→	B	61	Agent Tools	—	llms.txt
93	deepgram.com→	C	60	Agent Tools	—	llms.txt
94	firecrawl.dev→	B	60	Agent Tools	—	llms.txt
106	apify.com→	C	59	Agent Tools	—	llms.txt
136	ora.run→	C	58	Agent Tools	—	llms.txtagent-card
137	composio.dev→	C	58	Agent Tools	—	llms.txt
189	mem0.ai→	C	55	Agent Tools	—	llms.txt
190	browser-use.com→	C	55	Agent Tools	—	llms.txt
209	scrapybara.com→	C	54	Agent Tools	—	llms.txt
210	merge.dev→	C	54	Agent Tools	—	llms.txt
221	dust.tt→	C	53	Agent Tools	—	llms.txt
256	linkup.so→	C	50	Agent Tools	—	llms.txt

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