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Ben Thomas
c609b14f63
* Fix GroupChat orchestrator message cleanup issue Apply clean_conversation_for_handoff to GroupChatOrchestrator and AgentBasedGroupChatOrchestrator _handle_response methods to remove tool-related content that causes API errors from empty messages. Fixes #3705 * Move orchestration related files to orchestrations package. * Fix imports --------- Co-authored-by: alliscode <bentho@microsoft.com> Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
c609b14f63
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2026-02-06 03:50:37 +00:00
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Agent Framework Orchestrations
Orchestration patterns for Microsoft Agent Framework. This package provides high-level builders for common multi-agent workflow patterns.
Installation
pip install agent-framework-orchestrations
Orchestration Patterns
SequentialBuilder
Chain agents/executors in sequence, passing conversation context along:
from agent_framework_orchestrations import SequentialBuilder
workflow = SequentialBuilder().participants([agent1, agent2, agent3]).build()
ConcurrentBuilder
Fan-out to multiple agents in parallel, then aggregate results:
from agent_framework_orchestrations import ConcurrentBuilder
workflow = ConcurrentBuilder().participants([agent1, agent2, agent3]).build()
HandoffBuilder
Decentralized agent routing where agents decide handoff targets:
from agent_framework_orchestrations import HandoffBuilder
workflow = (
HandoffBuilder()
.participants([triage, billing, support])
.with_start_agent(triage)
.build()
)
GroupChatBuilder
Orchestrator-directed multi-agent conversations:
from agent_framework_orchestrations import GroupChatBuilder
workflow = (
GroupChatBuilder()
.with_orchestrator(selection_func=my_selector)
.participants([agent1, agent2])
.build()
)
MagenticBuilder
Sophisticated multi-agent orchestration using the Magentic One pattern:
from agent_framework_orchestrations import MagenticBuilder
workflow = (
MagenticBuilder()
.participants([researcher, writer, reviewer])
.with_manager(agent=manager_agent)
.build()
)
Usage with agent_framework
You can also import orchestrations through the main agent_framework package:
from agent_framework.orchestrations import SequentialBuilder, ConcurrentBuilder
Documentation
For more information, see the Agent Framework documentation.