Get Started with Microsoft Agent Framework A2A

Please install this package via pip:

pip install agent-framework-a2a --pre

A2A Agent Integration

The A2A agent integration enables communication with remote A2A-compliant agents using the standardized A2A protocol. This allows your Agent Framework applications to connect to agents running on different platforms, languages, or services.

A2AAgent (Client)

The A2AAgent class is a client that wraps an A2A Client to connect the Agent Framework with external A2A-compliant agents.

from agent_framework.a2a import A2AAgent

# Connect to a remote A2A agent
a2a_agent = A2AAgent(url="http://remote-agent/a2a")
response = await a2a_agent.run("Hello!")

Breaking change: HTTP clients created by A2AAgent no longer persist response cookies. This prevents one run's cookies from being reused by another run through the same agent. Connection pooling and cleanup of internally created clients are unchanged.

If the remote service requires cookies for authentication, sessions, or load-balancer affinity, explicitly supply an httpx.AsyncClient using http_client=. Its cookie behavior is preserved. Scope that client to the intended authenticated user or security context and manage its lifetime; do not share a user-specific cookie jar across users.

Supplied HTTP clients remain caller-owned even when client= is also provided. Applications that previously relied on the agent closing a supplied HTTP client in that combination must now close it explicitly.

A2AExecutor (Hosting)

The A2AExecutor class bridges local AI agents built with the agent_framework library to the A2A protocol, allowing them to be hosted and accessed by other A2A-compliant clients.

from agent_framework.a2a import A2AExecutor
from a2a.server.apps import A2AStarletteApplication
from a2a.server.request_handlers import DefaultRequestHandler
from a2a.server.tasks import InMemoryTaskStore

# Create an A2A executor for your agent
executor = A2AExecutor(agent=my_agent)

# Set up the request handler and server application
request_handler = DefaultRequestHandler(
    agent_executor=executor,
    task_store=InMemoryTaskStore(),
)

app = A2AStarletteApplication(
    agent_card=my_agent_card,
    http_handler=request_handler,
).build()

Basic Usage Example

See the A2A agent examples which demonstrate:

• Connecting to remote A2A agents
• Hosting local agents via A2A protocol
• Sending messages and receiving responses
• Handling different content types (text, files, data)
• Streaming responses and real-time interaction

Security considerations

The hosting example above focuses on protocol wiring and does not add authentication or authorization by itself. Production A2A hosts should protect their HTTP or JSON-RPC entry points with the deployment's normal auth layer and verify that each caller is allowed to access the requested agent, task, or session.

Task, thread, context, and session identifiers used by an A2A host are routing handles, not bearer credentials. Do not rely on client-supplied identifiers alone to select or mutate persisted state; bind them to authenticated user, tenant, or workspace context first.