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Windmill alternatives

The best Windmill alternatives in developer tools, ranked by Sparkpulse's velocity_score.

Updated Oct 28, 2026

Looking for the best alternatives to Windmill? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Windmill shipped 0 meaningful updates in the last 30 days and carries a velocity score of 7.5 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.

About Windmill

Windmill is building a full AI-native workflow platform — guest app access, agent evals, dbt runtime, and AI cost tracking shipped in rapid succession.

Windmill is an open-source workflow automation and developer platform that has been adding AI capabilities at an accelerating rate. The last month brought AI agent evaluations (with dataset-based scoring and run comparison), AI usage and cost tracking per user and model, a Plan mode for AI sessions (read-only investigation posture), version history for both AI artifacts and resource values, and nested filter groups for Kafka and WebSocket triggers. The platform now spans workflow orchestration, AI-assisted script writing, and a native dbt runtime.

Velocity 7.5 · Last update 1mo ago

Read the full Windmill trajectory →

Top 12 alternatives to Windmill

Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.

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Windmill vs alternatives — shipping velocity at a glance

Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.

ProductVelocitySparks · 30dFocus areasLatest release
Windmill (baseline)7.50workflow-automationai-agentsdevtoolsGuest access for apps
GitHub10.00copilotagent-permissionsmodel-choice—
Cursor7.52agent-sdkcloud-agentsagentic-platformCursor Agent SDK goes GA: agents as code, deployable anywhere
Redocly6.30api documentationdocs agentsdeveloper portal—
Hatchet6.31durable executionserverlesstask queuesHatchet Serverless 0.1.0: durable tasks on Workers, Vercel, Node
Payload CMS6.31headless-cmsmajor-releaseupload adaptersPayload 4.0 beta: admin redesign, TanStack support, new MCP
Apache Airflow5.00workflow-orchestrationdata-engineeringproviders—
Jackett5.00torrent indexersopen sourcemedia automation—
SigNoz5.00observabilityllm-observabilityopentelemetry—
ToolJet5.00low-codeinternal-toolsai-app-builder—
Buildkite5.00ci/cdbuild cachingtest engine—
Tailscale5.00zero trust networkingpolicy as codesecurity—
Userback5.00user-feedbackmulti-siteagencies—

The 12 best Windmill alternatives, in depth

1. GitHub · velocity 10.0

GitHub adds GPT-6.1 Terra to Copilot and makes assisted permissions GA across CLI, app and VS Code.

Its velocity score of 10.0/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, GitHub focuses on copilot, agent permissions and model choice.

GitHub and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

2. Cursor · velocity 7.5

Cursor's Agent SDK turns custom agents into code projects you can test, then deploy anywhere.

Over the last 30 days Cursor shipped 2 meaningful updates vs Windmill's 0, most recently “Cursor Agent SDK goes GA: agents as code, deployable anywhere”. Its velocity score of 7.5/10 blends that with longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Cursor focuses on agent sdk, cloud agents and agentic platform.

Over the last 30 days Cursor has been shipping faster than Windmill — a point in its favour if release momentum matters to you.

3. Redocly · velocity 6.3

Redocly's reunite.agent gets per-duty cron schedules, rules and source repos.

Its velocity score of 6.3/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Redocly focuses on api documentation, docs agents and developer portal.

Redocly and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

4. Hatchet · velocity 6.3

Hatchet takes durable tasks serverless, with handlers for Cloudflare Workers, Vercel and Node.

Over the last 30 days Hatchet shipped 1 meaningful update vs Windmill's 0, most recently “Hatchet Serverless 0.1.0: durable tasks on Workers, Vercel, Node”. Its velocity score of 6.3/10 blends that with longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Hatchet focuses on durable execution, serverless and task queues.

Over the last 30 days Hatchet has been shipping faster than Windmill — a point in its favour if release momentum matters to you.

5. Payload CMS · velocity 6.3

Payload 4.0 beta 5 is a fix release with one adapter-facing breaking change.

Over the last 30 days Payload CMS shipped 1 meaningful update vs Windmill's 0, most recently “Payload 4.0 beta: admin redesign, TanStack support, new MCP”. Its velocity score of 6.3/10 blends that with longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Payload CMS focuses on headless cms, major release and upload adapters.

Over the last 30 days Payload CMS has been shipping faster than Windmill — a point in its favour if release momentum matters to you.

6. Apache Airflow · velocity 5.0

Airflow 3.4 reaches its first release candidate, a week after the 10-20 provider wave.

Its velocity score of 5.0/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Apache Airflow focuses on workflow orchestration, data engineering and providers.

Apache Airflow and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

7. Jackett · velocity 5.0

Jackett ships a daily build to keep hundreds of torrent indexers working as sites move and close.

Its velocity score of 5.0/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Jackett focuses on torrent indexers, open source and media automation.

Jackett and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

8. SigNoz · velocity 5.0

SigNoz makes LLM traces readable with a conversation-style Thread view.

Its velocity score of 5.0/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, SigNoz focuses on observability, llm observability and opentelemetry.

SigNoz and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

9. ToolJet · velocity 5.0

ToolJet ships AI Builder release 4 to its LTS line, with Gemini 4 Argon support.

Its velocity score of 5.0/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, ToolJet focuses on low code, internal tools and ai app builder.

ToolJet and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

10. Buildkite · velocity 5.0

Buildkite makes caching a built-in agent primitive and puts test workflows into Terraform.

Its velocity score of 5.0/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Buildkite focuses on ci/cd, build caching and test engine.

Buildkite and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

11. Tailscale · velocity 5.0

Tailscale ships a client patch to distrust compromised TLS intermediates as policy features land.

Its velocity score of 5.0/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Tailscale focuses on zero trust networking, policy as code and security.

Tailscale and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

12. Userback · velocity 5.0

Userback's Sites turn out to be a multi-site workspace, and the first follow-up targets agencies.

Its velocity score of 5.0/10 reflects longer-term release cadence.

Where Windmill leans on workflow automation, ai agents and devtools, Userback focuses on user feedback, multi site and agencies.

Userback and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

Frequently asked questions

What are the best alternatives to Windmill?

The top Windmill alternatives we currently track in developer tools are GitHub, Cursor, Redocly, Hatchet, Payload CMS, ranked by recent ship velocity.

How is this list of Windmill alternatives ranked?

Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.

Can I compare Windmill directly with one of these alternatives?

Yes — every card has a "Compare with Windmill" link to a side-by-side /compare page.