The IRIS ranking · Checked 2026-11-06

Agent Readiness 100.

The next billion visitors to a website won’t be human. Which of the most important tech companies are ready for agents as customers? Same 8 public checks for everyone. Score your own site →

All Fintech SaaS & productivity Dev tools & infra AI labs & models Data Consumer & marketplaces

76Average score

64/94Have llms.txt

26/94Expose OpenAPI or MCP at the root

Rank	Company	Sector	Score	Δ	HTTPS	AI bots	Sitemap	JSON-LD	Meta	llms.txt	API/MCP	No-JS
1	brex.com	Fintech	100	new	●	●	●	●	●	●	●	●
2	cal.com	SaaS & productivity	100	new	●	●	●	●	●	●	●	●
3	clerk.com	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
4	cloudflare.com	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
5	cursor.com	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
6	fly.io	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
7	neon.com	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
8	pika.art	AI labs & models	100	new	●	●	●	●	●	●	●	●
9	pinecone.io	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
10	prisma.io	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
11	railway.com	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
12	resend.com	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
13	supabase.com	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
14	warp.dev	Dev tools & infra	100	new	●	●	●	●	●	●	●	●
15	netlify.com	Dev tools & infra	90	new	●	●	○	●	●	●	●	●
16	notion.so	SaaS & productivity	90	new	●	●	●	●	●	○	●	●
17	render.com	Dev tools & infra	90	new	●	●	○	●	●	●	●	●
18	sentry.io	Dev tools & infra	90	new	●	●	○	●	●	●	●	●
19	twilio.com	Dev tools & infra	90	new	●	●	●	●	●	○	●	●
20	vercel.com	Dev tools & infra	90	new	●	●	●	●	○	●	●	●
21	amplitude.com	Data	85	new	●	○	●	●	●	●	●	●
22	asana.com	SaaS & productivity	85	new	●	●	●	●	●	●	○	●
23	auth0.com	Dev tools & infra	85	new	●	●	●	●	●	●	○	●
24	cohere.com	AI labs & models	85	new	●	●	●	●	●	●	○	●
25	convex.dev	Dev tools & infra	85	new	●	●	●	●	●	●	○	●
26	elevenlabs.io	SaaS & productivity	85	new	●	●	●	●	●	●	○	●
27	fireworks.ai	AI labs & models	85	new	●	●	●	●	●	●	○	●
28	front.com	SaaS & productivity	85	new	●	●	●	●	●	●	○	●
29	grafana.com	Dev tools & infra	85	new	●	●	●	●	●	●	○	●
30	justworks.com	Fintech	85	new	●	●	●	●	●	●	○	●
31	mistral.ai	AI labs & models	85	new	●	●	●	●	●	●	○	●
32	mixpanel.com	Data	85	new	●	●	●	●	●	●	○	●
33	modal.com	Dev tools & infra	85	new	●	●	●	●	●	●	○	●
34	ollama.com	Dev tools & infra	85	new	●	●	●	●	●	●	○	●
35	plaid.com	Fintech	85	new	●	●	●	●	●	●	○	●
36	planetscale.com	Dev tools & infra	85	new	●	●	●	●	●	●	○	●
37	posthog.com	Dev tools & infra	85	new	●	●	●	○	●	●	●	●
38	replit.com	Dev tools & infra	85	new	●	●	●	●	●	●	○	●
39	runwayml.com	AI labs & models	85	new	●	●	●	●	●	●	○	●
40	suno.com	AI labs & models	85	new	●	●	●	●	●	●	○	●
41	wealthfront.com	Fintech	85	new	●	●	●	●	●	●	○	●
42	weaviate.io	Dev tools & infra	85	new	●	●	●	●	●	●	○	●
43	writer.com	SaaS & productivity	85	new	●	●	●	●	●	●	○	●
44	zapier.com	SaaS & productivity	85	new	●	●	●	●	●	●	○	●
45	ramp.com	Fintech	80	new	●	●	○	●	●	○	●	●
46	calendly.com	SaaS & productivity	75	new	●	●	○	●	●	●	○	●
47	carta.com	Fintech	75	new	●	●	●	●	●	○	○	●
48	datadoghq.com	Dev tools & infra	75	new	●	●	●	●	○	●	○	●
49	gitlab.com	Dev tools & infra	75	new	●	●	●	●	●	○	○	●
50	harvey.ai	SaaS & productivity	75	new	●	●	●	●	●	○	○	●
51	mercury.com	Fintech	75	new	●	●	●	●	●	○	○	●
52	monday.com	SaaS & productivity	75	new	●	○	●	●	○	●	●	●
53	qdrant.tech	Dev tools & infra	75	new	●	●	●	●	○	●	○	●
54	rippling.com	SaaS & productivity	75	new	●	●	●	●	○	●	○	●
55	robinhood.com	Fintech	75	new	●	●	●	○	○	●	●	●
56	scale.com	Data	75	new	●	●	●	●	●	○	○	●
57	segment.com	Data	75	new	●	●	●	○	●	○	●	●
58	stripe.com	Fintech	75	new	●	●	○	●	●	●	○	●
59	temporal.io	Dev tools & infra	75	new	●	●	●	●	○	●	○	●
60	together.ai	AI labs & models	75	new	●	●	●	●	○	●	○	●
61	databricks.com	Data	70	new	●	●	●	○	●	●	○	●
62	dbt.com	Data	70	new	●	●	●	○	●	●	○	●
63	deel.com	SaaS & productivity	70	new	●	●	●	○	●	●	○	●
64	replicate.com	AI labs & models	70	new	●	●	●	○	●	●	○	●
65	retool.com	Dev tools & infra	70	new	●	●	●	○	●	●	○	●
66	zed.dev	Dev tools & infra	70	new	●	●	●	○	●	●	○	●
67	clay.com	SaaS & productivity	65	new	●	●	●	●	○	○	○	●
68	glean.com	SaaS & productivity	65	new	●	●	●	●	○	○	○	●
69	snowflake.com	Data	65	new	●	●	○	●	●	○	○	●
70	airtable.com	SaaS & productivity	60	new	●	●	●	○	●	○	○	●
71	anthropic.com	AI labs & models	60	new	●	●	●	○	●	○	○	●
72	arc.net	Dev tools & infra	60	new	●	●	●	○	●	○	○	●
73	clickup.com	SaaS & productivity	60	new	●	●	●	○	○	●	○	●
74	descript.com	SaaS & productivity	60	new	●	○	●	●	●	○	○	●
75	docker.com	Dev tools & infra	60	new	●	●	●	○	●	○	○	●
76	figma.com	SaaS & productivity	60	new	●	○	●	●	●	○	○	●
77	fivetran.com	Data	60	new	●	●	●	○	○	●	○	●
78	groq.com	AI labs & models	60	new	●	●	●	○	●	○	○	●
79	hebbia.com	SaaS & productivity	60	new	●	●	●	○	●	○	○	●
80	huggingface.co	AI labs & models	60	new	●	●	●	○	●	○	○	●
81	intercom.com	SaaS & productivity	60	new	●	●	●	○	○	●	○	●
82	jasper.ai	SaaS & productivity	60	new	●	○	●	●	○	●	○	●
83	linear.app	SaaS & productivity	60	new	●	●	●	○	●	●	○	○
84	loom.com	SaaS & productivity	60	new	●	○	●	●	○	●	○	●
85	raycast.com	Dev tools & infra	60	new	●	●	●	○	●	○	○	●
86	airbnb.com	Consumer & marketplaces	50	new	●	○	○	●	●	○	○	●
87	coda.io	SaaS & productivity	50	new	●	●	○	○	●	○	○	●
88	copy.ai	SaaS & productivity	50	new	●	●	●	○	○	○	○	●
89	langchain.com	Dev tools & infra	50	new	●	●	●	○	○	○	○	●
90	miro.com	SaaS & productivity	50	new	●	●	○	○	●	○	○	●
91	pulley.com	Fintech	50	new	●	●	●	○	○	○	○	●
92	github.com	Dev tools & infra	45	new	●	○	○	○	●	●	○	●
93	midjourney.com	AI labs & models	45	new	●	○	●	○	●	○	○	●
94	instacart.com	Consumer & marketplaces	40	new	●	○	○	●	○	○	○	●

Automated, read-only checks of public files (robots.txt, sitemap.xml, llms.txt, /openapi.json, /.well-known/mcp.json, homepage HTML). Sites that blocked our checker are excluded. A low score isn’t a verdict on the product, only on how easily agents can use it. Re-checked weekly; companies can ask for a re-check anytime.