Trango ComputeContextIQ

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Agent Readiness Detector —
is your site ready for AI agents?

AI agents built on Claude, ChatGPT, and Gemini find services through three open specs: MCP, A2A, and ARD. Scan your domain and see which ones you support today — and exactly what's missing for the rest.

Protocols and ecosystems covered

MCP — Model Context ProtocolA2A — Agent2AgentARD — Agentic Resource DiscoveryClaudeChatGPTGemini

What it shows you

One scan, three verdicts

Enter your domain and get a per-protocol verdict — Confirmed, Indicated, or Not detected — for MCP, A2A, and ARD, each backed by concrete evidence lines rather than a bare score.

See what agents see

The scan reads your domain exactly the way an agent-side crawler does: well-known paths, robots.txt directives, homepage link tags, and a live protocol handshake. No self-reporting involved.

Gap analysis built in

A 'Not detected' verdict tells you exactly which discovery document is missing and where it belongs — the difference between being invisible to agents and being one JSON file away from discoverable.

Skill visibility check

If you publish an A2A card, the detector shows your skills the way a routing LLM reads them. Vague descriptions here mean agents pass you over even when everything is technically wired up.

Auth posture included

OAuth-protected MCP endpoints are detected and reported as protected rather than missing, so you can confirm your server is discoverable and correctly refusing anonymous access.

Shareable readiness report

Download the full scan as a JSON report to attach to a ticket, hand to your platform team, or diff against next quarter's scan. Pro feature.

The agent-readiness checklist it verifies

/.well-known/agent-card.jsonA2A agent card
/.well-known/ai-catalog.jsonARD catalog
robots.txt Agentmap directiveARD crawler hint
MCP endpoint answering initializecallable tools
/.well-known/mcp/server-cardMCP discovery metadata

Who uses it

SaaS product owners

AI agents are becoming a distribution channel. Check whether your product is discoverable by them at all — and which one JSON file would change the answer from no to yes.

Developer relations and platform teams

You shipped an API; now agents need to find it. Use the readiness scan as the acceptance test for your agent-facing surface: card published, catalog live, MCP endpoint answering.

SEO and growth engineers

Agent discovery is search's next surface — ai-catalog.json is to agent registries what sitemap.xml was to Google. Audit your domains now, before crawling becomes routine and rankings calcify.