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GitHub Copilot adds adaptive model orchestration and self-resolving code review in a single week.
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Windmill alternatives
The best Windmill alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Sep 13, 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 2 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 4d ago
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.
INFRA · APIS
Cursor launches Projects: a coordinator agent that runs thousands of subagents in the cloud indefinitely.
INFRA · APIS
Buildkite ships Agent v4, a VS Code extension, and MCP write-access to secrets in the same week
DEVOPS
Kubernetes v1.37 promotes gang scheduling and DRA to Beta/GA, formalizing its AI/ML workload stack.
INFRA · APIS
Tailscale ships AI control plane: Aperture GA manages LLM sessions, PAM adds privileged access
INFRA · APIS
ToolJet lands multi-model AI picker and a new Basic tier in the same LTS release
INFRA · APIS
Resend expands from email API to full platform with SSO, analytics, and AI-native dev tooling
INFRA · APIS
Parse Server in a concentrated security patch sprint: four CVEs closed in three weeks
INFRA · APIS
Ably graduates LiveObjects to stable across Java and iOS SDKs, completing its real-time state-sync layer for AI agent deployments.
INFRA · APIS
Redocly Reunite ships hardened AI search access controls and several days of steady bug fixes.
INFRA · APIS
Infisical ships daily, steadily expanding from secrets management into PAM, PKI, and machine identity
INFRA · APIS
Railway goes account-free and ships persistent AI agents — two category-bets in one month
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.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Windmill (baseline) | 7.5 | 2 | workflow-automationai-agentsdevtools | Guest access for apps |
| GitHub | 10.0 | 1 | copilot-autonomymodel-orchestrationcode-review | GitHub Copilot weekly releases — September 7 |
| Cursor | 8.8 | 3 | multi-agentcloud-agentsautonomous-dev | Cursor launches Projects: coordinator-led multi-agent development |
| Buildkite | 8.8 | 3 | ci-cddeveloper-toolingmcp-server | Buildkite for VS Code |
| Kubernetes | 7.5 | 1 | ai-ml-workloadsgang-schedulingdra-resources | Kubernetes v1.37: Advancing Workload-Aware Scheduling |
| Tailscale | 7.5 | 2 | zero-trustai-securityprivileged-access | Tailscale PAM |
| ToolJet | 7.5 | 1 | low-codeai-buildermulti-model | v3.20.225-lts |
| Resend | 7.5 | 1 | email-platformdeveloper-toolingenterprise-auth | Single Sign-On |
| Parse Server | 6.3 | 1 | securityvulnerability-remediationdevtools | Security: LDAP account takeover via empty password bypass |
| Ably | 6.3 | 1 | real-time-infraliveobjectsagentic-ai | Java SDK v1.8.1: LiveObjects Stable Release |
| Redocly | 6.3 | 0 | api-documentationdeveloper-toolingai-search | — |
| Infisical | 6.3 | 0 | secrets-managementpampki | — |
| Railway | 6.3 | 1 | cloud-deploymentai-agentsedge-computing | Railway for Everyone, Cloud Agents Everywhere, Edge Rules, Redis HA |
The 12 best Windmill alternatives, in depth
1. GitHub · velocity 10.0
GitHub Copilot adds adaptive model orchestration and self-resolving code review in a single week.
Over the last 30 days GitHub shipped 1 meaningful update vs Windmill's 2, most recently “GitHub Copilot weekly releases — September 7”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, GitHub focuses on copilot autonomy, model orchestration and code review.
GitHub has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
2. Cursor · velocity 8.8
Cursor launches Projects: a coordinator agent that runs thousands of subagents in the cloud indefinitely.
Over the last 30 days Cursor shipped 3 meaningful updates vs Windmill's 2, most recently “Cursor launches Projects: coordinator-led multi-agent development”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Cursor focuses on multi agent, cloud agents and autonomous dev.
Over the last 30 days Cursor has been shipping faster than Windmill — a point in its favour if release momentum matters to you.
3. Buildkite · velocity 8.8
Buildkite ships Agent v4, a VS Code extension, and MCP write-access to secrets in the same week.
Over the last 30 days Buildkite shipped 3 meaningful updates vs Windmill's 2, most recently “Buildkite for VS Code”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Buildkite focuses on ci cd, developer tooling and mcp server.
Over the last 30 days Buildkite has been shipping faster than Windmill — a point in its favour if release momentum matters to you.
Full Buildkite trajectory → · Compare Windmill vs Buildkite →
4. Kubernetes · velocity 7.5
Kubernetes v1.37 promotes gang scheduling and DRA to Beta/GA, formalizing its AI/ML workload stack.
Over the last 30 days Kubernetes shipped 1 meaningful update vs Windmill's 2, most recently “Kubernetes v1.37: Advancing Workload-Aware Scheduling”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Kubernetes focuses on ai ml workloads, gang scheduling and dra resources.
Kubernetes has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Kubernetes trajectory → · Compare Windmill vs Kubernetes →
5. Tailscale · velocity 7.5
Tailscale ships AI control plane: Aperture GA manages LLM sessions, PAM adds privileged access.
Over the last 30 days Tailscale shipped 2 meaningful updates vs Windmill's 2, most recently “Tailscale PAM”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Tailscale focuses on zero trust, ai security and privileged access.
Tailscale and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Tailscale trajectory → · Compare Windmill vs Tailscale →
6. ToolJet · velocity 7.5
ToolJet lands multi-model AI picker and a new Basic tier in the same LTS release.
Over the last 30 days ToolJet shipped 1 meaningful update vs Windmill's 2, most recently “v3.20.225-lts”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, ToolJet focuses on low code, ai builder and multi model.
ToolJet has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
7. Resend · velocity 7.5
Resend expands from email API to full platform with SSO, analytics, and AI-native dev tooling.
Over the last 30 days Resend shipped 1 meaningful update vs Windmill's 2, most recently “Single Sign-On”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Resend focuses on email platform, developer tooling and enterprise auth.
Resend has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
8. Parse Server · velocity 6.3
Parse Server in a concentrated security patch sprint: four CVEs closed in three weeks.
Over the last 30 days Parse Server shipped 1 meaningful update vs Windmill's 2, most recently “Security: LDAP account takeover via empty password bypass”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Parse Server focuses on security, vulnerability remediation and devtools.
Parse Server has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Parse Server trajectory → · Compare Windmill vs Parse Server →
9. Ably · velocity 6.3
Ably graduates LiveObjects to stable across Java and iOS SDKs, completing its real-time state-sync layer for AI agent deployments.
Over the last 30 days Ably shipped 1 meaningful update vs Windmill's 2, most recently “Java SDK v1.8.1: LiveObjects Stable Release”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Ably focuses on real time infra, liveobjects and agentic ai.
Ably has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
10. Redocly · velocity 6.3
Redocly Reunite ships hardened AI search access controls and several days of steady bug fixes.
Over the last 30 days Redocly shipped 0 meaningful updates vs Windmill's 2. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Redocly focuses on api documentation, developer tooling and ai search.
Redocly has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
11. Infisical · velocity 6.3
Infisical ships daily, steadily expanding from secrets management into PAM, PKI, and machine identity.
Over the last 30 days Infisical shipped 0 meaningful updates vs Windmill's 2. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Infisical focuses on secrets management, pam and pki.
Infisical has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Infisical trajectory → · Compare Windmill vs Infisical →
12. Railway · velocity 6.3
Railway goes account-free and ships persistent AI agents — two category-bets in one month.
Over the last 30 days Railway shipped 1 meaningful update vs Windmill's 2, most recently “Railway for Everyone, Cloud Agents Everywhere, Edge Rules, Redis HA”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Railway focuses on cloud deployment, ai agents and edge computing.
Railway has shipped fewer meaningful updates than Windmill in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Frequently asked questions
What are the best alternatives to Windmill?
The top Windmill alternatives we currently track in developer tools are GitHub, Cursor, Buildkite, Kubernetes, Tailscale, 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.