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Record · swarmsFrameworkCosts not checkedRecord checked Sep 23, 2026

Swarms

A Python multi-agent orchestration framework with prebuilt sequential, concurrent and hierarchical architectures.

Sources and review

Checked against public documentation on . Suitability guidance is our editorial judgment; this is not a performance benchmark or an endorsement.

Best for

Prototyping different multi-agent topologies quickly in Python.

About Swarms

Swarms provides prebuilt multi-agent architectures, including sequential, concurrent and hierarchical swarms, around an Agent building block, with compatibility with other agent frameworks and support for protocols such as MCP and x402. It installs from PyPI or runs in Docker.

Swarms is listed in this index written primarily in Python, with 7.3k stars on GitHub. Its latest recorded repository push was in November 2026; that is not an ASE editorial review date.

Install

uv pip install swarms
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