Conversion and native card-generation helpers for hosting Agent Framework agents and workflows through an application-owned A2A server.

• a2a_to_run(message, *, stream=False) converts an A2A Message to AgentRunArgs; pass input_modes for optional advertised-mode validation.
• a2a_from_run(result) converts an Agent Framework response, message, or streaming update to A2A Part values; pass output_modes for optional advertised-mode validation.
• await AgentA2AAdapter(target, ...).get_card() creates a native AgentCard from an agent or AgentState, target metadata, and explicit A2A discovery policy. The adapter also re-exposes a2a_to_run(...) and a2a_from_run(...), validating against configured card modes by default.
• a2a_to_workflow_run(message, workflow) validates one text, raw, or data part against the workflow's single start-executor input type.
• a2a_from_workflow_run(result) converts completed public workflow outputs to native A2A parts and rejects pending external-input requests.
• await WorkflowA2AAdapter(target, ...).get_card() creates a native AgentCard from a workflow or WorkflowState and infers defensible modes from declared workflow types. The adapter also re-exposes the workflow conversion helpers as await a2a_to_run(...) and a2a_from_run(...), validating against effective card modes by default. Inferred workflow output modes are resolved by get_card() before validated output conversion.

This package does not provide an AgentExecutor, routes, a web application, task stores, event queues, task state policy, artifact ID policy, or outbound delivery. Applications compose the conversion helpers with native A2A SDK constructs.

a2a_from_run(...) intentionally returns a flat part list. It preserves content-level metadata, while applications own A2A message and artifact boundaries plus message-level metadata.

Card builders return native A2A protobuf values; do not create a parallel card model or subclass. AgentA2AAdapter infers built-in Agent Framework skills from the resolved agent's SkillsProvider instances by default; infer_skills=False disables this. The skills argument accepts both Agent Framework Skill values and native A2A AgentSkill values. Do not infer A2A skills from function tools. Capabilities such as streaming and push notifications remain explicit because they describe the application server. Skill discovery runs with a SkillsSourceContext containing the resolved agent and no session.

supported_interfaces contains one native AgentInterface per public protocol endpoint. The URL is where the application mounted the corresponding A2A routes, and the binding must match the protocol actually served there (commonly JSONRPC, HTTP+JSON, or GRPC).

A2A mode strings are extensible, but automatic parsing is intentionally limited to text, application/json, application/octet-stream, and pass-through concrete media types (with wildcard validation such as image/*). JSON-only output parses Agent Framework JSON text into native A2A data parts; structured workflow output becomes a data part, or JSON text when only text is advertised. Custom modes are accepted when a native part already carries that media type, and otherwise raise instead of guessing a serializer.

Workflow mode inference is conservative: string schemas map to text, binary strings to application/octet-stream, and JSON-compatible schemas to application/json. Unknown application-specific representations require explicit card modes and custom application conversion.