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Interoperability Between Agent Frameworks

For people

How A2A lets agents built with different frameworks and vendors work together, and what interoperability still requires.

Editorial team 1 min read

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Agents are built with many frameworks and platforms. Without a shared protocol, they can't easily cooperate.

What A2A Standardises

  • How agents describe themselves (Agent Cards).
  • How work is requested and tracked (tasks).
  • How content is exchanged (messages, parts, artifacts).
  • How updates are delivered (streaming, push notifications).
  • How security requirements are declared.

With these in place, a client agent doesn't need to know which framework the remote agent uses.

What It Doesn't Standardise

  • How agents reason internally.
  • The meaning of domain-specific data — two agents still need to agree on what an "order" looks like.
  • Business rules, pricing or service levels.

Practical Interoperability

  • Agree on data schemas for structured parts.
  • Document skills with examples.
  • Test integrations end to end.
  • Version agents and communicate changes.

Adapters

Many frameworks provide A2A support or adapters, letting existing agents be exposed without rewriting them.

Expect Evolution

As the specification matures, check version compatibility between client and remote agents.

More in A2A

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A2A Tasks and Their Lifecycle

How work is tracked in A2A: task states, long-running work, requests for input and cancellation.

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