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Swarms

Python framework for orchestrating multiple LLM agents in sequential, concurrent, hierarchical and graph-based workflows.

Harness by Swarms

IndexedApache-2.0★ 7,291
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pip install swarms

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About

Swarms defines agents from a model, a system prompt and tools, then combines them with workflows such as SequentialWorkflow and GraphWorkflow. The README describes harnesses for sequential, concurrent and hierarchical architectures, and an optional install adds a Rust graph library for faster graph workflows. An official Docker image is published on Docker Hub. The environment setup names OpenAI, Anthropic and Groq keys, and the docs describe multi-model provider support.

Use cases: agent-orchestration

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Fact sheet

Languages
Python, Rustswarms.ai
Packages
swarms (pypi)README
Multi-agent
YesREADME
Orchestration
sequential, graph, otherREADME
MCP support
Built indocs.swarms.world
Agent Skills support
Built indocs.swarms.world
Human in the loop
YesREADME
Deploys to
dockerREADME
Model providers
openai, anthropic, groqREADME
Maturity
Stabledocs.swarms.world

Facts extracted by Claude Haiku 5.5 from the linked sources on Oct 24, 2026; reviewed Oct 24, 2026. Wrong fact? Tell us.

Alternatives

Frameworks for the same language with a similar way of orchestrating agents.

Signals

Stars
7,291
Forks
1,051
Open issues
167
Weekly downloads
3,253
Last commit
Oct 24, 2026 (2 days ago)
Last release
Dec 27, 2024 (1 year ago)
Last package publish
Oct 3, 2026 (24 days ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Packages
pypi swarms
License
Apache-2.0
Website
swarms.ai/
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Cite this page

Swarms. Agent Mart. https://agentmart.dev/harnesses/swarms (last updated 2026-10-24)