Project Knowledge

windmill-labs/windmill

Use windmill-labs/windmill when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.

workflow_automationlow-codeopen-sourceplatformpostgresqlpythonself-hostabletypescript
TypeProject / implementation
Difficultyadvanced
LanguageRust
LicenseNOASSERTION

TL;DR

Use windmill-labs/windmill when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.

Use windmill-labs/windmill when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.

Install

Run with Docker using the repository's container instructions.

DockerKubernetesLibrary OnlyLocal

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 Score92/100
Agent Score89/100
Maintenance84
Stability90
Quality56/100

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

docker, kubernetes, library_only

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

Best Alternative

n8n-io/n8n: docker, local

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

Confidence

2/4 classification signals high; 1 quality signals complete or snapshot

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

Freshness

Repo 2026-08-03; metrics 2026-08-03

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-08-03T17:30:22.567Z
Metrics calculated2026-08-03T17:30:22.567Z

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 30dpartial
Releases 180dpartial
Contributors 90dpartial

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, postgres, filesystem.

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
n8n-io/n8nUse n8n-io/n8n when the user needs a workflow automation project with docker, local, cloud deployment options.
langgenius/difyUse langgenius/dify when the user needs a workflow automation project with docker, kubernetes, local deployment options.
temporalio/sdk-pythonUse temporalio/sdk-python when the user needs a workflow automation project with library-only, local, cloud 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.
PrefectHQ/prefectUse PrefectHQ/prefect when the user needs a workflow automation project with docker, library-only, local deployment options.

Related Projects

Adjacent ecosystem projects

JSON
apache/airflowUse apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options. Shared workflow automation category and docker 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 docker deployment context.
camunda/camundaUse camunda/camunda when the user needs a workflow automation project with docker, kubernetes, library-only deployment options. Shared workflow automation category and docker deployment context.
openai/openai-agents-pythonUse openai/openai-agents-python when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and docker deployment context.
PrefectHQ/prefectUse PrefectHQ/prefect when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and docker deployment context.
Skyvern-AI/skyvernUse Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and docker deployment context.

Deploy

Supported deployment paths

dockerkuberneteslibrary_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 "workflow" in metadata.
Deployment: highFound Docker configuration file. Matched "kubernetes" in repository content.
Difficulty: mediumFound multi-service or orchestration configuration files.
Cloudflare Ready: highRuntime blocker: python, postgres, filesystem. No Cloudflare deployment signal detected.

Compare

langgenius/dify leads this context

JSON
ProjectStarsAgentLocalCloudflareScore
windmill-labs/windmill17,433NoYesNo89
n8n-io/n8n199,403NoYesNo88
langgenius/dify151,453YesYesNo90
temporalio/sdk-python1,153NoYesNo79