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agent-framework/python/packages/orchestrations/README.md
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Evan Mattson 74ac470a56 [BREAKING] Python: Move single-config fluent methods to constructor parameters (#3693)
* Move single-config fluent methods to constructor parameters

* Updates

* Adjust magentic and group chat
2026-02-07 06:01:52 +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
```bash
pip install agent-framework-orchestrations
```
## Orchestration Patterns
### SequentialBuilder
Chain agents/executors in sequence, passing conversation context along:
```python
from agent_framework_orchestrations import SequentialBuilder
workflow = SequentialBuilder().participants([agent1, agent2, agent3]).build()
```
### ConcurrentBuilder
Fan-out to multiple agents in parallel, then aggregate results:
```python
from agent_framework_orchestrations import ConcurrentBuilder
workflow = ConcurrentBuilder().participants([agent1, agent2, agent3]).build()
```
### HandoffBuilder
Decentralized agent routing where agents decide handoff targets:
```python
from agent_framework_orchestrations import HandoffBuilder
workflow = (
HandoffBuilder()
.participants([triage, billing, support])
.with_start_agent(triage)
.build()
)
```
### GroupChatBuilder
Orchestrator-directed multi-agent conversations:
```python
from agent_framework_orchestrations import GroupChatBuilder
workflow = GroupChatBuilder(
participants=[agent1, agent2],
selection_func=my_selector,
).build()
```
### MagenticBuilder
Sophisticated multi-agent orchestration using the Magentic One pattern:
```python
from agent_framework_orchestrations import MagenticBuilder
workflow = MagenticBuilder(
participants=[researcher, writer, reviewer],
manager_agent=manager_agent,
).build()
```
## Usage with agent_framework
You can also import orchestrations through the main agent_framework package:
```python
from agent_framework.orchestrations import SequentialBuilder, ConcurrentBuilder
```
## Documentation
For more information, see the [Agent Framework documentation](https://aka.ms/agent-framework).