By Sagar Shankaran, Founder of CallSphere
A2A is the open standard for agent-to-agent coordination. Here is how the Agent Card JSON works, how discovery happens, and what to publish.
Key takeaways
A2A — Agent-to-Agent — is the open protocol for cross-vendor agent coordination. Google originated it in 2025 and donated it to the Linux Foundation in 2026. Where MCP is "agent talks to a tool," A2A is "agent talks to another agent" across vendors and organizations.
The 30-second mental model:
This post walks through the Agent Card JSON, the discovery handshake, the task lifecycle, and what to publish if you want to be reachable by other agents.
Every A2A-compliant agent advertises itself via a JSON Agent Card. The Agent Card lives at a well-known path (analogous to /robots.txt or /.well-known/openid-configuration) and tells other agents:
A minimal Agent Card looks roughly like this:
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{
"agentId": "callsphere-voice-receptionist",
"displayName": "CallSphere Voice Receptionist",
"version": "1.0.0",
"vendor": "CallSphere",
"endpoint": "https://a2a.callsphere.ai/v1",
"transports": ["https"],
"auth": ["oauth2", "api-key"],
"capabilities": [
{
"task": "schedule.appointment",
"modes": ["voice", "chat", "sms", "whatsapp"],
"languages": ["en", "es", "fr", "de", "ja", "..."],
"verticals": ["healthcare", "real-estate", "salon", "it-helpdesk"]
},
{
"task": "lookup.crm.contact",
"scope": "tenant"
}
],
"guarantees": {
"latencyP50Ms": 800,
"hipaaCompliant": true,
"dataResidency": ["us-east-1"]
}
}
The exact schema evolves under Linux Foundation governance; the field-set above is representative of the early 1.0 spec.
There are three discovery patterns in A2A:
Discovery returns enough metadata for an inviting agent to decide whether to engage. The actual task negotiation happens after.
A single A2A task moves through five stages:
The negotiate step is what distinguishes A2A from a plain HTTP API: the agents agree on the shape of the work before anyone authenticates or executes.
A common confusion: "isn't A2A just MCP with extra steps?" No.
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If the thing you are calling reasons, plans, or owns state across calls, it is an agent — use A2A. If the thing you are calling is a stateless capability, use MCP.
If you operate an agent and want to be reachable, publish an Agent Card. Steps:
CallSphere's voice and chat agent platform — covering voice, chat, SMS, and WhatsApp across 57+ languages and 6 verticals — is exactly the kind of receiving-side agent that benefits from publishing an Agent Card. A consumer agent like Meta Hatch or an enterprise agent like Workday can then schedule an appointment, look up a contact, or trigger a follow-up call without a custom integration. With $149/$499/$1,499 monthly tiers, HIPAA-friendly deployment, and 3–5 day launch, the integration cost is small relative to the inbound coverage.
Talk to us about A2A and multi-agent integrations — book a demo.
Q: Do I need an Agent Card if I'm just building an internal multi-agent system? You can use A2A internally without publishing publicly. The Agent Card lives in your private registry and is consumed by your other agents. This is the most common starting point for enterprise A2A.
Q: How is A2A different from a plain REST API? A2A standardizes capability advertisement, discovery, auth, and a multi-stage task lifecycle. A REST API has none of those. You could build A2A on top of REST as the transport, and the early spec does.
Q: When does A2A 1.0 freeze? Linux Foundation governance kicked off after Google donated the spec at Cloud Next 2026. A 1.0 freeze is expected over the next two quarters; production adopters are pinning to current draft revisions in the meantime.
Written by
Sagar Shankaran· Founder, CallSphere
Sagar Shankaran is the founder of CallSphere, where he builds production AI voice and chat agents deployed across healthcare, hospitality, real estate, and home services. He writes about agentic AI, LLM engineering, and shipping voice agents that handle real calls in production.
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