Rubric 3.0 since 2026-09-15 — see what changed

Agent Readiness Leaderboard

Name: w2agent
Author: w2agent

October 2026 Edition · 324 websites ranked by agent readiness

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

Looking for agents you can actually use with an AI assistant?

Browse the Agent Directory →

54/100

Average Score

75%

llms.txt Adoption

Agent Card Adoption

22%

MCP Server Adoption

Key Findings

The average AI readiness grade is C (54/100)
Only 75% of top websites serve an llms.txt file
Technical scores 89/100 on average, but Agent Auth lags at just 30
surrealdb.com leads the rankings with 88/100
Communication & Support leads by industry with an average score of 67/100
2% of sites scored an F — failing AI readiness

Grade Distribution

A: 4

B: 101

C: 151

D: 60

F: 8

Category Averages

Technical

Agent Auth

Agent Discovery

Agent Protocols

Content Quality

Structured Data

Bot Accessibility

#	Site	Grade	Score	Category	Platform	Standards
1	surrealdb.com→	A	88	Data & Analytics	—	llms.txtagent-cardMCP
2	crewai.com→	A	80	AI & Tech	—	llms.txtMCP
3	postman.com→	A	77	Developer Tools	—	llms.txtMCP
4	telnyx.com→	A	76	Communication & Support	—	llms.txt
5	openrouter.ai→	B	75	Agent Tools	—	llms.txtMCP
6	render.com→	B	75	Infrastructure & DevOps	—	llms.txtMCP
7	monday.com→	B	74	SaaS	—	llms.txtMCP
8	browser-use.com→	B	73	Agent Tools	—	llms.txtMCP
9	circleci.com→	B	72	Developer Tools	—	llms.txt
10	tavily.com→	B	72	Agent Tools	—	llms.txtMCP
11	razorpay.com→	B	72	Payments & Fintech	—	llms.txtMCP
12	context7.com→	B	72	Agent Tools	—	llms.txtMCP
13	vercel.com→	B	71	Infrastructure & DevOps	—	llms.txtMCP
14	brightdata.com→	B	71	Agent Tools	—	llms.txtMCP
15	workos.com→	B	71	Identity & Auth	—	llms.txtMCP
16	apify.com→	B	70	Agent Tools	—	llms.txtMCP
17	netlify.com→	B	70	Developer Tools	—	llms.txtMCP
18	wyze.com→	B	70	SaaS	—	llms.txt
19	mem0.ai→	B	70	Agent Tools	—	llms.txtMCP
20	moda.dev→	B	70	Infrastructure & DevOps	—	llms.txt
21	loops.so→	B	70	Communication & Support	—	llms.txtMCP
22	agentmail.to→	B	70	Agent Tools	—	llms.txtMCP
23	parallel.ai→	B	70	Agent Tools	—	llms.txt
24	alchemy.com→	B	69	SaaS	—	llms.txtMCP
25	arkoselabs.com→	B	69	SaaS	—	llms.txtMCP
26	resend.com→	B	69	Communication & Support	—	llms.txtMCP
27	blink.new→	B	69	Communication & Support	—	llms.txtMCP
28	digits.com→	B	69	Sales & Marketing	—	llms.txt
29	arize.com→	B	69	Agent Tools	—	llms.txt
30	calendly.com→	B	68	SaaS	—	llms.txtMCP
31	higgsfield.ai→	B	68	Other	—	llms.txtMCP
32	evernote.com→	B	68	SaaS	—	llms.txtMCP
33	insforge.dev→	B	68	Developer Tools	—	llms.txtMCP
34	heygen.com→	B	68	AI & ML	—	llms.txtMCP
35	getdex.com→	B	68	CRM	—	llms.txtMCP
36	cloudflare.com→	B	68	Infrastructure & DevOps	—	llms.txtMCP
37	supabase.com→	B	67	Developer Tools	—	llms.txtMCP
38	ngrok.com→	B	67	Developer Tools	—	llms.txtMCP
39	moss.dev→	B	67	Developer Tools	—	llms.txt
40	recall.ai→	B	67	Developer Tools	—	llms.txt
41	didit.me→	B	67	Infrastructure & DevOps	—	llms.txtMCP
42	mistral.ai→	B	67	Documentation	—	llms.txt
43	open.cx→	B	67	Communication & Support	—	llms.txt
44	slash.com→	B	67	Payments & Fintech	—	llms.txt
45	stripe.com→	B	67	Payments & Fintech	—	llms.txtMCP
46	firecrawl.dev→	B	67	Agent Tools	—	llms.txtMCP
47	paypal.com→	B	66	SaaS	—	llms.txtMCP
48	elevenlabs.io→	B	66	Agent Tools	—	llms.txt
49	fastshot.ai→	B	66	Developer Tools	—	llms.txt
50	attio.com→	B	66	CRM	—	llms.txtagent-cardMCP
51	grafana.com→	B	65	Developer Tools	—	llms.txtMCP
52	clickup.com→	B	65	Productivity	—	llms.txtMCP
53	alpaca.markets→	B	65	Payments & Fintech	—	llms.txtMCP
54	launchdarkly.com→	B	65	Infrastructure & DevOps	—	llms.txt
55	tatum.io→	B	65	Developer Tools	—	llms.txtMCP
56	tavus.io→	B	65	Infrastructure & DevOps	—	llms.txtMCP
57	clerk.com→	B	65	Identity & Auth	—	llms.txtMCP
58	planetscale.com→	B	64	Developer Tools	—	llms.txt
59	nextjs.org→	B	64	Developer Tools	—	llms.txt
60	vectorshift.ai→	B	64	Developer Tools	—	llms.txt
61	getlilac.com→	B	64	Infrastructure & DevOps	—	llms.txt
62	hubspot.com→	B	64	SaaS	—	llms.txtMCP
63	meetup.com→	B	64	Other	—	llms.txtMCP
64	deepgram.com→	B	64	Agent Tools	—	llms.txt
65	notte.cc→	B	64	Developer Tools	—	llms.txt
66	env0.com→	B	64	Developer Tools	—	llms.txt
67	pagerduty.com→	B	64	Infrastructure & DevOps	—	llms.txtMCP
68	asana.com→	B	64	SaaS	—	llms.txtMCP
69	vkusvill.ru→	B	64	E-Commerce	—	llms.txtMCP
70	revenuecat.com→	B	63	SaaS	—	llms.txt
71	cohere.com→	B	63	AI & ML	—	llms.txt
72	gptr.dev→	B	63	Agent Tools	—	llms.txt
73	blaxel.ai→	B	63	Developer Tools	—	llms.txt
74	galileo.ai→	B	63	Infrastructure & DevOps	—	llms.txt
75	plain.com→	B	63	Communication & Support	—	llms.txtMCP
76	opensea.io→	B	63	E-Commerce	—	llms.txtMCP
77	assembly.com→	B	62	E-Commerce	—	llms.txt
78	siftscience.com→	B	62	SaaS	—	llms.txt
79	quicknode.com→	B	62	Developer Tools	—	llms.txt
80	frontapp.com→	B	62	SaaS	—	llms.txtMCP
81	dropbox.com→	B	62	SaaS	—	llms.txtMCP
82	plaid.com→	B	62	Developer Tools	—	llms.txt
83	prismic.io→	B	62	SaaS	—	llms.txtMCP
84	mailchimp.com→	B	62	SaaS	—	llms.txt
85	cloudinary.com→	B	61	SaaS	—	llms.txt
86	govdelivery.com→	B	61	SaaS	—	llms.txt
87	cloudglue.dev→	B	61	Developer Tools	—	llms.txtMCP
88	replicas.dev→	B	61	Developer Tools	—	llms.txt
89	coralogix.com→	B	61	Infrastructure & DevOps	—	llms.txt
90	confluent.io→	B	61	Infrastructure & DevOps	—	llms.txt
91	trymaven.com→	B	61	Infrastructure & DevOps	—	llms.txt
92	zeroentropy.dev→	B	61	Infrastructure & DevOps	—	llms.txt
93	roark.ai→	B	61	Data & Analytics	—	llms.txt
94	zapier.com→	B	61	Productivity	—	llms.txt
95	origami.chat→	B	61	Sales & Marketing	—	llms.txt
96	ora.run→	B	61	Agent Tools	—	llms.txt
97	preply.com→	B	61	SaaS	—	llms.txtMCP
98	linear.app→	B	61	Developer Tools	—	llms.txtMCP
99	redis.io→	C	60	Documentation	—	llms.txtMCP
100	pinecone.io→	C	60	AI & ML	—	llms.txtMCP
101	optimizely.com→	B	60	SaaS	—	llms.txtMCP
102	agora.io→	C	60	SaaS	—	llms.txtMCP
103	notion.so→	C	60	SaaS	—	llms.txt
104	mongodb.com→	C	60	Developer Tools	—	llms.txtMCP
105	elementor.com→	C	60	SaaS	—	llms.txt
106	plesk.com→	C	60	SaaS	—	llms.txt
107	fullstory.com→	B	60	SaaS	—	llms.txt
108	composio.dev→	B	60	Agent Tools	—	llms.txt
109	useparagon.com→	C	60	Developer Tools	—	llms.txt
110	deepsource.com→	C	60	Developer Tools	—	llms.txt
111	omnara.com→	C	60	Developer Tools	—	llms.txt
112	coursera.org→	B	60	Other	—	llms.txt
113	getpostman.com→	B	60	Developer Tools	—	llms.txt
114	digitalocean.com→	B	60	Infrastructure & DevOps	—	llms.txt
115	fly.io→	B	60	Developer Tools	—	llms.txt
116	cursor.com→	C	59	Developer Tools	—	llms.txt
117	datadoghq.com→	C	59	SaaS	—	llms.txt
118	modelcontextprotocol.io→	C	59	Other	—	llms.txtMCP
119	helpshift.com→	C	59	SaaS	—	llms.txt
120	termly.io→	C	59	SaaS	—	—
121	notion.com→	C	59	SaaS	—	llms.txtMCP
122	sproutsocial.com→	C	59	SaaS	—	llms.txt
123	anker.com→	C	59	E-Commerce	—	llms.txt
124	colorlib.com→	C	59	SaaS	—	llms.txt
125	dust.tt→	C	59	Agent Tools	—	llms.txtMCP
126	prequel.co→	C	59	Data & Analytics	—	llms.txt
127	fusionauth.io→	C	59	Identity & Auth	—	llms.txt
128	doppler.com→	C	59	Identity & Auth	—	llms.txt
129	fireworks.ai→	C	59	AI & ML	—	llms.txt
130	chargebee.com→	C	59	Payments & Fintech	—	llms.txtMCP
131	circle.com→	C	59	Sales & Marketing	—	llms.txt
132	tella.com→	C	59	Productivity	—	llms.txt
133	datadog.com→	C	59	AI & Tech	—	llms.txt
134	deepmind.google→	C	59	AI & Tech	—	llms.txt
135	dynatrace.com→	C	58	SaaS	—	llms.txt
136	meilisearch.com→	C	58	Data & Analytics	—	llms.txt
137	danviet.vn→	C	58	Blog	—	llms.txt
138	shortcut.com→	C	58	Developer Tools	—	llms.txt
139	cekura.ai→	C	58	Developer Tools	—	llms.txt
140	appcircle.io→	C	58	Infrastructure & DevOps	—	llms.txt
141	langdock.com→	C	58	Productivity	—	llms.txt
142	domaintools.com→	C	58	SaaS	—	llms.txt
143	trendmicro.com→	C	57	SaaS	—	llms.txt
144	yieldmo.com→	C	57	SaaS	—	llms.txt
145	bigcommerce.com→	C	57	E-Commerce	—	llms.txt
146	webflow.com→	C	57	SaaS	—	llms.txtMCP
147	tienphong.vn→	C	57	Blog	—	llms.txt
148	urbanairship.com→	C	57	SaaS	—	llms.txt
149	slack.com→	C	57	Communication & Support	—	llms.txtMCP
150	coreweave.com→	C	57	Infrastructure & DevOps	—	llms.txt
151	airweave.ai→	C	57	Infrastructure & DevOps	—	llms.txt
152	together.ai→	C	57	AI & Tech	—	llms.txt
153	substack.com→	C	57	Media & Content	—	—
154	deepl.com→	C	57	Productivity	—	llms.txt
155	intuit.com→	C	57	Finance	—	—
156	3ds.com→	C	57	SaaS	—	llms.txt
157	mastra.ai→	C	57	Developer Tools	—	llms.txt
158	framer.com→	C	57	SaaS	—	llms.txt
159	shopify.com→	C	56	E-Commerce	—	llms.txt
160	wyzecam.com→	C	56	SaaS	—	llms.txt
161	classlink.com→	C	56	SaaS	—	llms.txt
162	weather.com→	C	56	Other	—	llms.txt
163	smartrecruiters.com→	C	56	SaaS	—	llms.txt
164	gdemoideti.ru→	C	56	SaaS	—	llms.txt
165	litellm.ai→	C	56	Developer Tools	—	llms.txt
166	docker.com→	C	56	AI & Tech	—	llms.txt
167	zoom.us→	C	56	SaaS	—	llms.txt
168	eufylife.com→	C	56	E-Commerce	—	llms.txt
169	eufy.com→	C	56	E-Commerce	—	llms.txt
170	turso.tech→	C	56	Infrastructure & DevOps	—	llms.txt
171	datafold.com→	C	56	Data & Analytics	—	llms.txt
172	onetrust.com→	C	55	SaaS	—	llms.txt
173	mgid.com→	C	55	SaaS	—	llms.txt
174	useinsider.com→	C	55	SaaS	—	llms.txt
175	claude.com→	C	55	SaaS	—	llms.txt
176	simpli.fi→	C	55	SaaS	—	llms.txt
177	clickhouse.com→	C	55	Data & Analytics	—	llms.txt
178	wordpress.org→	C	55	AI & Tech	—	llms.txt
179	atlassian.com→	C	55	SaaS	—	llms.txt
180	zendesk.com→	C	55	SaaS	—	llms.txt
181	lancedb.com→	C	55	Data & Analytics	—	llms.txt
182	netgear.com→	C	55	SaaS	—	llms.txt
183	intercom.com→	C	55	SaaS	—	llms.txt
184	jimdo.com→	C	54	SaaS	—	llms.txt
185	dxc.com→	C	54	SaaS	—	llms.txt
186	scrapybara.com→	C	54	Agent Tools	—	llms.txt
187	linkup.so→	C	54	Agent Tools	—	llms.txt
188	snyk.io→	C	54	Infrastructure & DevOps	—	llms.txt
189	langchain.com→	C	54	AI & ML	—	llms.txt
190	1password.com→	C	54	SaaS	—	llms.txt
191	usa.gov→	C	54	Government	—	—
192	gov.uk→	C	54	Government	—	—
193	walmart.com→	C	54	E-Commerce	—	—
194	cvent.com→	C	53	SaaS	—	llms.txt
195	hotmart.com→	C	53	E-Commerce	—	llms.txt
196	nvidia.com→	C	53	Other	—	llms.txt
197	e-recht24.de→	C	53	Other	—	llms.txt
198	kubernetes.io→	C	53	Documentation	—	—
199	merge.dev→	C	53	Agent Tools	—	llms.txt
200	ara.so→	C	53	Developer Tools	—	llms.txt
201	statsig.com→	C	53	Infrastructure & DevOps	—	llms.txt
202	mage.ai→	C	53	Data & Analytics	—	llms.txt
203	onyx.app→	C	53	Productivity	—	llms.txt
204	openfunnel.dev→	C	53	Sales & Marketing	—	llms.txt
205	discord.com→	C	53	Social	—	llms.txt
206	honor.com→	C	53	Other	—	llms.txt
207	dell.com→	C	53	Identity & Auth	—	llms.txt
208	dreamhost.com→	C	52	SaaS	—	llms.txt
209	skylinewebcams.com→	C	52	Other	—	llms.txt
210	surge.app→	C	52	Developer Tools	—	llms.txt
211	replicate.com→	C	52	AI & Tech	—	llms.txt
212	aws.amazon.com→	C	52	AI & Tech	—	llms.txt
213	hihonor.com→	C	52	E-Commerce	—	llms.txt
214	huggingface.co→	C	52	Documentation	—	MCP
215	salesforce.com→	C	52	SaaS	—	llms.txt
216	digicert.com→	C	51	SaaS	—	llms.txt
217	appfolio.com→	C	51	SaaS	—	llms.txt
218	kandji.io→	C	51	SaaS	—	—
219	castari.com→	C	51	Infrastructure & DevOps	—	llms.txt
220	github.com→	C	51	Other	—	llms.txt
221	figma.com→	C	51	AI & Tech	—	llms.txtMCP
222	db.com→	C	51	Other	—	llms.txt
223	medal.tv→	C	51	Other	—	—
224	ikea.com→	C	51	E-Commerce	—	—
225	iubenda.com→	C	50	SaaS	—	llms.txt
226	sojern.com→	C	50	SaaS	—	llms.txt
227	stably.ai→	C	50	Developer Tools	—	llms.txt
228	getnao.io→	C	50	Data & Analytics	—	llms.txt
229	stability.ai→	C	50	AI & Tech	—	—
230	databricks.com→	C	50	AI & Tech	—	llms.txt
231	wise.com→	C	50	Finance	—	llms.txt
232	jfrog.io→	C	49	Developer Tools	—	—
233	juris.de→	C	49	Documentation	—	—
234	anthropic.com→	C	49	AI & ML	—	llms.txt
235	copper.com→	C	49	CRM	—	llms.txt
236	snowflake.com→	C	49	AI & Tech	—	llms.txt
237	github.com/modelcontextprotocol/servers/tree/main/src/filesystem→	C	49	Developer Tools	—	llms.txt
238	vuejs.org→	C	49	Documentation	—	llms.txt
239	canva.com→	C	48	SaaS	—	MCP
240	firebaseapp.com→	C	48	Developer Tools	—	—
241	web.app→	C	48	Developer Tools	—	—
242	fotmob.com→	C	48	SaaS	—	llms.txt
243	airtable.com→	C	48	SaaS	—	MCP
244	airbnb.com→	C	48	Other	—	—
245	developer.mozilla.org→	C	47	Documentation	—	—
246	primis.tech→	C	47	SaaS	—	llms.txt
247	dittowords.com→	C	47	Developer Tools	—	llms.txt
248	aliexpress.com→	C	47	E-Commerce	—	—
249	bankofamerica.com→	C	47	Finance	—	—
250	arstechnica.com→	C	47	Other	—	—
251	crashlytics.com→	C	46	Developer Tools	—	—
252	jfrog.com→	C	46	Developer Tools	—	llms.txt
253	bbc.com→	C	46	Other	—	—
254	bounceexchange.com→	C	46	SaaS	—	—
255	cerebras.ai→	D	45	AI & ML	—	—
256	webiny.com→	C	45	Developer Tools	—	—
257	cloud.google.com→	C	45	Documentation	—	—
258	svelte.dev→	D	45	Developer Tools	—	llms.txtMCP
259	hubapi.com→	D	44	Developer Tools	—	—
260	bentley.com→	D	44	SaaS	—	—
261	cyberdesk.io→	D	44	Developer Tools	—	llms.txt
262	zappos.com→	D	44	E-Commerce	—	—
263	office.com→	D	43	SaaS	—	—
264	connatix.com→	D	43	SaaS	—	—
265	wandera.com→	D	43	SaaS	—	—
266	arangodb.com→	D	43	Data & Analytics	—	—
267	nike.com→	D	43	E-Commerce	—	—
268	wired.com→	D	43	Media & Content	—	—
269	chase.com→	D	43	Finance	—	—
270	irs.gov→	D	43	Government	—	—
271	moloco.com→	D	42	SaaS	—	llms.txt
272	turkiye.gov.tr→	D	42	Other	—	—
273	appier.net→	D	42	SaaS	—	—
274	vocode.dev→	D	42	Developer Tools	—	llms.txt
275	wandb.ai→	D	42	AI & ML	—	llms.txt
276	docs.python.org→	D	42	Documentation	—	—
277	ucr.edu→	D	42	Other	—	—
278	linkedin.com→	D	41	Social	—	—
279	react.dev→	D	41	Documentation	—	llms.txt
280	stanford.edu→	D	41	Other	—	—
281	theguardian.com→	D	41	Other	—	—
282	cyberark.com→	D	40	SaaS	—	—
283	azure.microsoft.com→	D	40	AI & Tech	—	—
284	cdc.gov→	D	40	Government	—	—
285	canada.ca→	D	40	Government	—	—
286	zillow.com→	D	39	Local Business	—	MCP
287	evergage.com→	D	39	SaaS	—	—
288	webmd.com→	D	39	Local Business	—	—
289	wpzoom.com→	D	39	SaaS	—	llms.txt
290	pardot.com→	D	39	SaaS	—	—
291	agent.ai→	D	39	Agent Tools	—	—
292	target.com→	D	39	E-Commerce	—	llms.txt
293	twilio.com→	D	38	Developer Tools	—	llms.txt
294	nytimes.com→	D	38	Media & Content	—	—
295	wellsfargo.com→	D	38	Finance	—	—
296	mit.edu→	D	38	Other	—	—
297	spotify.com→	D	38	Other	—	llms.txt
298	mentalfloss.com→	D	37	Blog	—	llms.txt
299	tailwindcss.com→	D	37	Developer Tools	—	—
300	google.com→	D	37	AI & Tech	—	—
301	theverge.com→	D	37	Media & Content	—	—
302	terraform.io→	D	36	Developer Tools	—	—
303	wikipedia.org→	D	36	Other	—	—
304	microsoft.com→	D	36	AI & Tech	—	—
305	square.com→	D	36	Finance	—	—
306	bestbuy.com→	D	35	E-Commerce	—	—
307	thinkwithgoogle.com→	D	35	Blog	—	—
308	amazon.com→	D	35	E-Commerce	—	llms.txt
309	youtube.com→	D	34	Social	—	—
310	azbyka.ru→	D	33	Other	—	llms.txt
311	hulu.com→	D	33	Other	—	—
312	adobe.com→	D	32	SaaS	—	llms.txt
313	robinhood.com→	D	32	Finance	—	—
314	craigslist.org→	D	31	Other	—	—
315	tiktok.com→	D	31	Other	—	—
316	go.com→	D	31	Other	—	—
317	booking.com→	F	30	Other	—	llms.txt
318	telekom.net→	F	29	Other	—	—
319	twitter.com→	F	27	Social	—	—
320	europa.eu→	F	27	Government	—	—
321	cnn.com→	F	25	Media & Content	—	—
322	khanacademy.org→	F	23	Documentation	—	—
323	uber.com→	F	20	Other	—	—
324	netflix.com→	F	15	Other	—	—

Couldn't measure (35)

Sites with no current score. Each one names why. Excluded from rankings; listed here for transparency.

adidas.comCouldn't tell
bloomberg.comCouldn't tell
coinbase.comAnti-bot block
costco.comTimeout
doordash.comCouldn't tell
ebay.comCouldn't tell
emarsys.netCouldn't tell
etsy.comAnti-bot block
expedia.comRate-limited
heroku.comUnreachable
homedepot.comCouldn't tell
imunify360.comAnti-bot block
macys.comCouldn't tell
mayoclinic.orgCouldn't tell
medium.comTimeout
meta.aiCouldn't tell
midjourney.comAnti-bot block
mobalytics.ggAnti-bot block
nasa.govUnreachable
nih.govAnti-bot block
openai.comAnti-bot block
opentable.comTimeout
perplexity.aiAnti-bot block
reddit.comCouldn't tell
reuters.comTimeout
stackoverflow.comAnti-bot block
state.govUnreachable
techcrunch.comUnreachable
tripadvisor.comAnti-bot block
undertone.comCouldn't tell
vidazoo.comCouldn't tell
washingtonpost.comTimeout
wayfair.comRate-limited
whitehouse.govUnreachable
yelp.comAnti-bot block

Scores generated by w2agent — Agent Readiness for the Web

Scored Sep 16, 2026 · Rubric