Project Knowledge

kestra-io/kestra

Use kestra-io/kestra when the user needs a workflow automation project with docker, kubernetes, serverless deployment options.

workflow_automationai-agentsautomationcontrol-planedata-engineeringdata-orchestrationdata-orchestratordevopsetl
TypeProject / implementation
Difficultyadvanced
LanguageJava
LicenseApache-2.0

TL;DR

Use kestra-io/kestra when the user needs a workflow automation project with docker, kubernetes, serverless deployment options.

Use kestra-io/kestra when the user needs a workflow automation project with docker, kubernetes, serverless deployment options.

Install

Run with Docker using the repository's container instructions.

DockerKubernetesServerlessLocal

Good For

orchestrate AI workflows
connect tools and services
automate repeated tasks

Not Good For

edge-only Cloudflare Workers deployment without adaptation
single-step utilities
stateless examples
Git.Top Score94/100
Agent Score90/100
Maintenance84
Stability90
Quality54/100

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, serverless

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

Best Alternative

langgenius/dify: docker, kubernetes

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

Confidence

3/4 classification signals high; 2 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 synced2026-08-03T18:00:19.696Z
Metrics calculated2026-08-03T18:00:19.696Z

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 180dcomplete
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.

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
langgenius/difyUse langgenius/dify when the user needs a workflow automation project with docker, kubernetes, local deployment options.
triggerdotdev/trigger.devUse triggerdotdev/trigger.dev when the user needs a workflow automation project with docker, vercel, serverless deployment options.
Pipelex/pipelexUse Pipelex/pipelex when the user needs a workflow automation project with library-only, local, cloud deployment options.
tmseidel/ai-git-botUse tmseidel/ai-git-bot when the user needs a workflow automation project with docker, local, cloud deployment options.
VKirill/claude-lane-stackUse VKirill/claude-lane-stack when the user needs a workflow automation project with local, cloud 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.
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.
langgenius/difyUse langgenius/dify when the user needs a workflow automation project with docker, kubernetes, local deployment options. Shared workflow automation category and docker deployment context.
dagster-io/dagsterUse dagster-io/dagster when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and docker deployment context.
ohdearquant/lionagiUse ohdearquant/lionagi when the user needs a workflow automation project with docker, library-only, local deployment options. Shared workflow automation category and docker deployment context.
thesongzhu/FridayUse thesongzhu/Friday 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

dockerkubernetesserverlesslocalcloud

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: highMatched "workflow" in metadata. Matched "automation" 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. No Cloudflare deployment signal detected.

Compare

kestra-io/kestra leads this context

JSON
ProjectStarsAgentLocalCloudflareScore
kestra-io/kestra27,546YesYesNo90
langgenius/dify151,453YesYesNo90
triggerdotdev/trigger.dev15,876YesYesNo89
Pipelex/pipelex693YesYesNo67