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GitHub Copilot gets cost-aware inference tiers as enterprise AI tooling tightens across the platform.
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Windmill alternatives
The best Windmill alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Sep 16, 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 7d 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
CircleCI ships an MCP server and auto-rollback deployments, moving well past pure CI.
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
INFRA · APIS
Redocly ships a built-in MCP server page across its entire docs platform, with public and authenticated endpoints
INFRA · APIS
Skipper adds Redis as a distributed L2 cache backend amid a high-frequency patch cadence.
DEVOPS
Kubernetes v1.37 matures its memory management and scheduling stack for AI/ML workloads.
INFRA · APIS
Warp pivoted from terminal app to cloud software factory infrastructure, and just launched the benchmarking tool that makes it self-improving.
INFRA · APIS
ToolJet's AI builder goes model-agnostic with a multi-model catalog and MCP server baked into the enterprise image.
INFRA · APIS
Parse Server's 9.10.1 alpha series has patched five separate GHSA security advisories in three weeks — auth, data, and field exposure all affected.
INFRA · APIS
Tailscale ships AI control plane: Aperture GA manages LLM sessions, PAM adds privileged access
INFRA · APIS
ESPHome 2026.9.0 ships template climate component, OTA encryption with API key, and ESP-NOW for ESP32-P4
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 | copilotenterprise-aimodel-routing | Configure cost and quality in Copilot auto model selection |
| CircleCI | 8.8 | 2 | ci-cdagentic-devmcp | Machine Runner Orchestrator Release 1.0.0 |
| Cursor | 8.8 | 2 | multi-agentcloud-agentsautonomous-dev | Cursor launches Projects: coordinator-led multi-agent development |
| Buildkite | 8.8 | 3 | ci-cddeveloper-toolingmcp-server | Buildkite for VS Code |
| Redocly | 7.5 | 0 | mcp-serverapi-docsdevtools | — |
| Skipper | 7.5 | 1 | api-gatewaycachingredis | v0.27.92: Redis L2 storage for the cache() filter |
| Kubernetes | 7.5 | 0 | resource-managementai-workloadsscheduling | — |
| Warp | 7.5 | 2 | ai-agentssoftware-factorycoding-agents | Introducing Factory Benchmarks |
| ToolJet | 7.5 | 1 | low-codeai-buildermcp | v3.20.225-lts: Multi-model AI builder with model catalog and effort variants |
| Parse Server | 7.5 | 2 | open-sourcebaassecurity-patches | Unauthenticated deletion via operator injection in device tokens |
| Tailscale | 7.5 | 2 | zero-trustai-securityprivileged-access | Tailscale PAM |
| ESPHome | 6.3 | 1 | iothome-automationembedded | 2026.9.0 |
The 12 best Windmill alternatives, in depth
1. GitHub · velocity 10.0
GitHub Copilot gets cost-aware inference tiers as enterprise AI tooling tightens across the platform.
Over the last 30 days GitHub shipped 1 meaningful update vs Windmill's 2, most recently “Configure cost and quality in Copilot auto model selection”. 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, enterprise ai and model routing.
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. CircleCI · velocity 8.8
CircleCI ships an MCP server and auto-rollback deployments, moving well past pure CI.
Over the last 30 days CircleCI shipped 2 meaningful updates vs Windmill's 2, most recently “Machine Runner Orchestrator Release 1.0.0”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, CircleCI focuses on ci cd, agentic dev and mcp.
CircleCI and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. 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 2 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.
Cursor and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. 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 →
5. Redocly · velocity 7.5
Redocly ships a built-in MCP server page across its entire docs platform, with public and authenticated endpoints.
Over the last 30 days Redocly shipped 0 meaningful updates vs Windmill's 2. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Redocly focuses on mcp server, api docs and devtools.
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.
6. Skipper · velocity 7.5
Skipper adds Redis as a distributed L2 cache backend amid a high-frequency patch cadence.
Over the last 30 days Skipper shipped 1 meaningful update vs Windmill's 2, most recently “v0.27.92: Redis L2 storage for the cache() filter”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Skipper focuses on api gateway, caching and redis.
Skipper 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. Kubernetes · velocity 7.5
Kubernetes v1.37 matures its memory management and scheduling stack for AI/ML workloads.
Over the last 30 days Kubernetes shipped 0 meaningful updates vs Windmill's 2. 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 resource management, ai workloads and scheduling.
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 →
8. Warp · velocity 7.5
Warp pivoted from terminal app to cloud software factory infrastructure, and just launched the benchmarking tool that makes it self-improving.
Over the last 30 days Warp shipped 2 meaningful updates vs Windmill's 2, most recently “Introducing Factory Benchmarks”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Warp focuses on ai agents, software factory and coding agents.
Warp 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 7.5
ToolJet's AI builder goes model-agnostic with a multi-model catalog and MCP server baked into the enterprise image.
Over the last 30 days ToolJet shipped 1 meaningful update vs Windmill's 2, most recently “v3.20.225-lts: Multi-model AI builder with model catalog and effort variants”. 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 mcp.
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.
10. Parse Server · velocity 7.5
Parse Server's 9.10.1 alpha series has patched five separate GHSA security advisories in three weeks — auth, data, and field exposure all affected.
Over the last 30 days Parse Server shipped 2 meaningful updates vs Windmill's 2, most recently “Unauthenticated deletion via operator injection in device tokens”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, Parse Server focuses on open source, baas and security patches.
Parse Server and Windmill have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Parse Server trajectory → · Compare Windmill vs Parse Server →
11. 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 →
12. ESPHome · velocity 6.3
ESPHome 2026.9.0 ships template climate component, OTA encryption with API key, and ESP-NOW for ESP32-P4.
Over the last 30 days ESPHome shipped 1 meaningful update vs Windmill's 2, most recently “2026.9.0”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Windmill leans on workflow automation, ai agents and devtools, ESPHome focuses on iot, home automation and embedded.
ESPHome 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, CircleCI, Cursor, Buildkite, Redocly, 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.