Project Knowledge

openai/swarm

Use openai/swarm when the user needs a workflow automation project with library-only, local, cloud deployment options.

workflow_automation
TypeProject / implementation
Difficultyintermediate
LanguagePython
LicenseMIT

TL;DR

Use openai/swarm when the user needs a workflow automation project with library-only, local, cloud deployment options.

Use openai/swarm when the user needs a workflow automation project with library-only, local, cloud deployment options.

Install

Install as a library or package using the repository instructions.

Library OnlyLocalCloud

Good For

orchestrate AI workflows
connect tools and services
automate repeated tasks

Not Good For

edge-only Cloudflare Workers deployment without adaptation
users expecting a complete hosted product
single-step utilities
Git.Top Score72/100
Agent Score63/100
Maintenance7
Stability55
Quality10/100

Best Use

orchestrate AI workflows

Primary situation where this project is a good shortlist candidate.

Watch Out

edge-only Cloudflare Workers deployment without adaptation

Main reason to compare alternatives before adopting it.

Deployment Fit

library_only, local, cloud

Git.Top did not classify this as Cloudflare-ready. Evidence: Runtime blocker: python.

Best Alternative

langflow-ai/langflow: docker, library_only

Compare this option when the target stack or language preference differs.

Confidence

2/4 classification signals high; 4 quality signals complete or snapshot

Classification evidence and quality signal confidence should be checked before production recommendations.

Freshness

Repo 2026-08-05; metrics 2026-08-05

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-08-05T00:30:16.509Z
Metrics calculated2026-08-05T00:30:16.509Z

Scoring

Quality and agent score are separate

Quality score weights star movement, commits, releases, contributors, and issue response. Agent score weights documentation, maintenance, deployment, popularity, and community.

Confidence

Signal confidence

Stars 30dsnapshot
Commits 30dcomplete
Releases 180dcomplete
Contributors 90dcomplete

Badge

Agent Score badge

Embed a lightweight SVG badge for this repository.

Project Type

Project / implementation

This repository is treated as an implementation project. Compare its deployment fit, maintenance, and alternatives before adopting it.

Cloudflare Readiness

No Cloudflare-ready signal

Git.Top did not classify this as Cloudflare-ready. Evidence: Runtime blocker: python.

Selection Guidance

Use the evidence before choosing

Treat this page as a shortlist input. Confirm source metadata, classification confidence, deployment evidence, and current repository activity before making a production recommendation.

Alternatives

Comparable projects

JSON
langflow-ai/langflowUse langflow-ai/langflow when the user needs a workflow automation project with docker, library-only, local deployment options.
openai/openai-agents-pythonUse openai/openai-agents-python when the user needs a workflow automation project with docker, library-only, local deployment options.
Skyvern-AI/skyvernUse Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options.
microsoft/agent-frameworkUse microsoft/agent-framework when the user needs a workflow automation project with library-only, local, cloud deployment options.
ray-project/rayUse ray-project/ray when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.

Related Projects

Adjacent ecosystem projects

JSON
microsoft/agent-frameworkUse microsoft/agent-framework when the user needs a workflow automation project with library-only, local, cloud deployment options. Shared workflow automation category and library_only deployment context.
conductor-oss/conductorUse conductor-oss/conductor when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and library_only deployment context.
ray-project/rayUse ray-project/ray when the user needs a workflow automation project with docker, kubernetes, library-only deployment options. Shared workflow automation category and library_only deployment context.
Unstructured-IO/unstructuredUse Unstructured-IO/unstructured when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and library_only deployment context.
fancyboi999/open-tagUse fancyboi999/open-tag when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and library_only deployment context.
ZHangZHengEric/SageUse ZHangZHengEric/Sage when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and library_only deployment context.

Deploy

Supported deployment paths

library_onlylocalcloud

Compatible With

Inferred dependencies and protocols

LLM provider

Use Cases

Where agents should consider it

orchestrate AI workflowsconnect tools and servicesautomate repeated tasks

Classification Evidence

Why Git.Top categorized this project

Full JSON
Category: mediumMatched "orchestration" in metadata.
Deployment: highMatched "pip install" in repository content. Local usage is assumed for open source repositories unless contradicted.
Difficulty: mediumNo strong beginner or advanced signal found; defaulting to intermediate.
Cloudflare Ready: highRuntime blocker: python. No Cloudflare deployment signal detected.

Compare

langflow-ai/langflow leads this context

JSON
ProjectStarsAgentLocalCloudflareScore
openai/swarm21,875NoYesNo63
langflow-ai/langflow152,864YesYesNo90
openai/openai-agents-python28,383YesYesNo88
Skyvern-AI/skyvern22,672NoYesNo88