Welcome to Ray! — Ray 2.54.0

https://docs.ray.io ↗

Agent Score31/ 100

↑3

healthy· ~279ms avg· 4m ago

Capabilities

Has forms

Tools (66)

•list-pages

•get-page

•search-site

•submit-search-html

•submit-search-html-2

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Coverage

63pages crawled

Chat with this site

Connect

Agent Endpoint

https://w2agent.dev/api/agent/docs-ray-io

Claude Desktop Config

{
  "mcpServers": {
    "docs-ray-io": {
      "url": "https://w2agent.dev/api/agent/docs-ray-io"
    }
  }
}

Agent Card

https://docs-ray-io.agent.w2agent.dev/.well-known/agent-card.json

server.json

https://docs-ray-io.agent.w2agent.dev/server.json

Hosted Files

llms.txt

https://w2agent.dev/api/sites/docs-ray-io/llms.txt

llms-full.txt

https://w2agent.dev/api/sites/docs-ray-io/llms-full.txt

skill.md

https://w2agent.dev/api/sites/docs-ray-io/skill.md

AI Readiness Score

C47/100

Last audited 9/16/2026

Audit Summary

Bot Accessibility

64Partial

Structured Data

4Weak

Content Quality

51Partial

Agent Discovery

0Weak

Agent Protocols

15Weak

Technical Foundations

88Strong

Badge

Markdown

[![w2agent score](https://w2agent.dev/api/sites/docs-ray-io/badge.svg)](https://w2agent.dev/sites/docs-ray-io)

HTML

<a href="https://w2agent.dev/sites/docs-ray-io"><img src="https://w2agent.dev/api/sites/docs-ray-io/badge.svg" alt="w2agent score" /></a>

IMG

https://w2agent.dev/api/sites/docs-ray-io/badge.svg