---
id: agent-framework-orchestrations
version: "1.1.0"
license: unclear
license_treatment: permissive
maintenance: active
---

# agent-framework-orchestrations — Orchestration patterns for Microsoft Agent Framework. Includes SequentialBuilder, ConcurrentBuilder, HandoffBuilder, GroupChatBuilder, and MagenticBuilder.

License: permissive · Maintenance: active · Downloads: 345.3K/mo

## What it is and what it does

Agent Framework Orchestrations is a builder library for composing multi-agent workflows on top of Microsoft Agent Framework. It abstracts common orchestration patterns—sequential execution with context passing, parallel fan-out with aggregation, decentralized agent routing, orchestrator-directed conversations, and the Magentic One multi-agent pattern—into reusable builder classes. Each builder constructs a Workflow object that chains or coordinates agents, with fine-grained control over which agent outputs appear as final Workflow Output versus Intermediate Output (visible as reasoning steps).

The package depends only on agent-framework-core and targets Python 3.10+. It is designed for developers building agentic systems who need to move beyond single-agent patterns and coordinate multiple specialized agents toward a common goal. The builders handle the plumbing of message passing, context preservation, and output selection, so you focus on defining participants and orchestration logic rather than low-level coordination.

Use it for:

- Chain multiple agents in sequence (e.g., research → analysis → writing) while preserving intermediate outputs for transparency.
- Fan out tasks to parallel agents (e.g., multiple data sources) and aggregate results into a single response.
- Route requests between agents based on content (e.g., triage → billing or support) without a central orchestrator.
- Facilitate multi-agent conversations where an orchestrator selects which agent speaks next based on context.
- Implement the Magentic One pattern for sophisticated multi-agent collaboration with a manager agent coordinating specialists.

## Worth the install?

AI-flagged interpretation of the facts above — verify before relying.

Provides high-level builder patterns for orchestrating multi-agent workflows in Microsoft Agent Framework, including sequential, concurrent, handoff, group chat, and Magentic One orchestration strategies.

Yes. The package is production-stable, actively maintained, has no known vulnerabilities, and low install friction. It fills a clear gap for developers building multi-agent systems on Agent Framework who need structured orchestration patterns beyond single-agent logic. Install it if you are composing multiple agents and want to avoid reimplementing coordination logic.

## Install

pip install agent-framework-orchestrations
uv add agent-framework-orchestrations
poetry add agent-framework-orchestrations

## Installing agent-framework-orchestrations

Before you install: Low install friction with a single pure-Python dependency (agent-framework-core). Package is actively maintained with a recent release and no known vulnerabilities.

License in practice: Permissive license allows use in most commercial and open-source projects without significant restrictions.

Quickstart:

pip install agent-framework-orchestrations

from agent_framework.orchestrations import SequentialBuilder

workflow = SequentialBuilder(participants=[agent1, agent2, agent3]).build()

Requires Python 3.10 or later; agent-framework-core must be installed as a runtime dependency.

Verify before relying:

- Whether intermediate_output_from='all_other' and output_from selections work reliably across all builder types in production use.
- Performance characteristics and scaling limits when orchestrating large numbers of agents in concurrent or group chat patterns.
- Whether the Magentic One pattern implementation matches the original research or has Microsoft-specific modifications.

## Package facts

- License: not declared (permissive)
- Python support: supports_current
- Install friction: low
- Maintenance: active
- Downloads: 345.3K/month (top 15,000 on PyPI)
- Known vulnerabilities: none known

## Tags

multi-agent orchestration patterns, agent workflow builders, sequential concurrent agent execution, agent handoff routing, group chat orchestration, magentic one pattern, agent framework orchestrations, multi-agent-systems, orchestration-patterns, agent-framework

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