Web Agent-Readiness Leaderboard

Agent-readiness scores for websites and their MCP servers, scored against the same eight principles as the CLI leaderboard. See the methodology for how the web audit probes MCP shape, discovery surfaces, and machine-readable content.

52 sites on the board (52 curated, 0 user-submitted). Audit your own.

# Site Description Global Relative
1 anc.dev (anc) The agent-native CLI standard and the agent-readiness auditor itself. 84 100
2 telnyx.com (Telnyx) Telnyx's communications and connectivity API platform. 44 94
3 zuplo.com (Zuplo) Zuplo's API-gateway platform. 43 91
4 modelcontextprotocol.io (Model Context Protocol) The Model Context Protocol specification and server registry. 67 89
5 document360.com (Document360) Document360's knowledge-base platform and MCP server. 31 89
6 docs.zapier.com (Zapier Docs) Zapier's developer and API documentation and MCP server. 72 85
7 openapis.org (OpenAPI Initiative) The OpenAPI Initiative. 25 84
8 docs.firecrawl.dev (Firecrawl Docs) Firecrawl's developer documentation and hosted MCP server. 69 83
9 docs.box.com (Box Docs) Box's developer documentation and MCP server. 67 82
10 firecrawl.dev (Firecrawl) Firecrawl's web-crawling and scraping API. 26 82
11 supabase.com (Supabase) Supabase's Postgres application-development platform. 32 80
12 huggingface.co (Hugging Face) Hugging Face's model and dataset hub and MCP server. 63 79
13 developers.cloudflare.com (Cloudflare Developers) Cloudflare's developer documentation and API reference. 33 75
14 mcpservers.org (MCP Servers) A community directory of MCP servers. 23 74
15 docs.n8n.io (n8n Docs) n8n's workflow-automation documentation. 23 73
16 docs.upstash.com (Upstash Docs) Upstash's serverless data-platform documentation and MCP server. 28 71
17 react.dev (React) The React JavaScript library documentation. 21 71
18 docs.gitbook.com (GitBook Docs) GitBook's product documentation. Browser homepage redirects to gitbook.com/docs; agent surfaces resolve at this host. 21 69
19 mintlify.com (Mintlify) Mintlify's documentation-hosting platform. 21 69
20 pypi.org (PyPI) The Python Package Index. 16 69
21 developers.apideck.com (Apideck Developers) Apideck's unified-API developer documentation and MCP server. 26 68
22 asana.com (Asana) Asana's work-management platform. 21 66
23 grafana.com (Grafana) Grafana's observability platform. 20 66
24 prisma.io (Prisma) Prisma's database-toolkit platform. 20 66
25 lobste.rs (Lobsters) The Lobsters computing-focused link-aggregation community. 13 66
26 vercel.com (Vercel) Vercel's frontend deployment platform. 29 64
27 docs.stripe.com (Stripe Docs) Stripe's API and product documentation. 23 63
28 twilio.com (Twilio) Twilio's communications API platform. 23 63
29 hubspot.com (HubSpot) HubSpot's CRM and marketing platform. 19 62
30 shopify.com (Shopify) Shopify's commerce platform. 17 62
31 developer.mozilla.org (MDN Web Docs) MDN Web Docs, Mozilla's web-platform reference. 13 62
32 mcp.linear.app (Linear MCP) Linear's hosted MCP server for its issue-tracking platform. 16 59
33 intercom.com (Intercom) Intercom's customer-communications platform. 22 58
34 docs.sentry.io (Sentry Docs) Sentry's application-monitoring documentation. 21 57
35 anthropic.com (Anthropic) Anthropic's company and product site. 12 57
36 redocly.com (Redocly) Redocly's OpenAPI documentation tooling and MCP server. 38 53
37 square.com (Square) Square's commerce and payments platform. 9 52
38 claude.com (Claude) Anthropic's Claude product site. 15 50
39 notion.so (Notion) Notion's connected-workspace platform. 15 50
40 microsoft.com (Microsoft) Microsoft's company and product site. 10 50
41 docs.github.com (GitHub Docs) GitHub's product and API documentation. 18 49
42 docs.anthropic.com (Claude Docs) Anthropic's Claude developer documentation and MCP server. Browser homepage redirects to platform.claude.com/docs; agent surfaces resolve at this host. 32 47
43 context7.com (Context7) Context7's up-to-date library-documentation service for coding agents. 18 45
44 postman.com (Postman) Postman's API development platform. 17 42
45 docs.plaid.com (Plaid Docs) Plaid's financial-data API documentation. 13 41
46 paypal.com (PayPal) PayPal's payments platform. 10 39
47 cursor.com (Cursor) Cursor's AI code-editor site. 16 38
48 github.com (GitHub) GitHub's code-hosting platform. 9 24
49 docs.rs Automatic documentation hosting for Rust crates. 5 22
50 crates.io The Rust community's crate registry. 0 0
51 en.wikipedia.org (Wikipedia) The English Wikipedia. 0 0
52 openai.com (OpenAI) OpenAI's company and product site. 0 0

How web scoring works

Each website is probed for its MCP server shape, MCP and agent discovery surfaces, machine-readable content (llms.txt, OpenAPI, JSON Schemas), root-HTML affordances, and crawl policy. Checks that do not apply to a site (no MCP server, no API surface, a different declared site type) are excluded rather than counted against it. Relative measures how agent-ready a site is for the checks that apply to it, so a site perfect for its type approaches 100%; Global measures absolute agent capability against a maximally agent-ready site, so exposing and nailing more surfaces ranks higher. The board sorts by Relative by default; each result page headlines Relative.

The curated set is hand-picked; the all view also lists sites audited on demand, which stay on the board until their cached result ages out. To score any public site, use the web audit or the audit_website MCP tool.