aicoolies logo
Windmill logo

Windmill

Turn scripts into workflows, UIs, and APIs at scale

Share
freemiumOpen Source
Visit Website →

Windmill is an open-source workflow engine and developer platform built in Rust that turns scripts in Python, TypeScript, Go, Bash, SQL, and other languages into auto-generated UIs, API endpoints, workflows, data pipelines, AI agents, and scheduled jobs. The project publishes performance benchmarks against Airflow/Prefect/Temporal, supports Docker/Kubernetes self-hosting, and offers paid enterprise features.

We have a review for this tool

A detailed review by the aicoolies team — click to read

Windmill is an open-source platform that combines a workflow engine, an internal app builder, and a script execution runtime into a single self-hostable product. The backend is written in Rust with stateless API servers and workers pulling jobs from a PostgreSQL queue, which gives it low orchestration overhead. Project-published benchmarks compare it favorably with Airflow, Prefect, and Temporal on lightweight and sequential workflow tasks. Scripts can be written in Python, TypeScript, Go, PHP, Bash, C#, SQL, Rust, or run inside arbitrary Docker containers.

The platform works at three levels: individual scripts get automatic parameter parsing and UI generation so any function becomes a shareable tool; flows compose scripts into multi-step workflows with branching, retries, error handling, and approval steps via a visual editor or YAML; and the app builder creates data-centric dashboards and internal tools using drag-and-drop components or full React/Svelte code. Local development is supported through a CLI and VS Code extension that sync with Git repos, and workspace forks enable parallel teamwork with built-in diffs and audit trails before merging to production. Sandboxing uses nsjail for filesystem and PID namespace isolation to prevent jobs from accessing worker memory.

Self-hosting uses Docker or Kubernetes backed by PostgreSQL, with scaling from small deployments to larger worker groups. The public pricing page keeps free/open-source self-hosting separate from Enterprise, which starts at $120/month and adds SSO/SAML, Git sync, audit logs, dependency caching, security controls, and dedicated support. The raw license file is nuanced: source is variously Apache-2.0 or AGPLv3, while certain Community Edition and enterprise features include proprietary or non-public terms that commercial teams should review.

Pricing

Free/open-source self-host path. Enterprise from $120/mo; worker/compute pricing depends on deployment.

Platforms

Rust backend, Docker/Kubernetes, PostgreSQL, VS Code extension, CLI

Categories

Tags

Use Cases

Alternatives

Trigger.dev logo

Trigger.dev

Open-source background jobs and AI workflows for TypeScript

Trigger.dev is an open-source platform for building and deploying background jobs, AI agents, and long-running workflows in TypeScript. It eliminates serverless timeouts with durable task execution, automatic retries, queue-based concurrency control, and elastic scaling. Used by 30,000+ developers at companies like MagicSchool and Icon.com, it processes hundreds of millions of agent runs monthly. Backed by a $16M Series A led by Dalton Caldwell's Standard Capital fund.

freemiumOpen Source

Llamafile

Run LLMs as a single portable executable file

Llamafile by Mozilla packages a complete LLM — model weights, inference engine, and OpenAI-compatible API server — into a single executable file that runs on Mac, Windows, Linux, FreeBSD, and OpenBSD with no installation. Built on llama.cpp and Cosmopolitan Libc for cross-platform portability, it delivers GPU-accelerated inference when available and falls back to optimized CPU execution. Supports GGUF models with a built-in web chat UI and REST API for integration.

open-sourceOpen Source
AnythingLLM logo

AnythingLLM

All-in-one self-hosted AI app with RAG, agents, and multi-user support

AnythingLLM is an open-source, privacy-first AI application that turns any document into an interactive knowledge base. It bundles document ingestion, vector storage (built-in LanceDB), RAG pipelines, AI agents, and multi-user access into a single deployable package. Supports 30+ LLM providers including OpenAI, Anthropic, Ollama, and local models. With 62K+ GitHub stars and MIT license, it runs as a desktop app or Docker container with zero configuration required out of the box.

freemiumOpen Source

Related Tools

KubeAI

Kubernetes operator for serving AI inference workloads

KubeAI is an Apache-2.0 Kubernetes operator for deploying and scaling AI inference workloads, including LLMs, embeddings, reranking, and speech-to-text. It gives platform teams OpenAI-compatible endpoints, model proxy/controller primitives, model caching, scale-from-zero behavior, and cluster-native resource management for self-hosted inference on Kubernetes.

open-sourceOpen Source

Notion MCP Server

Official Notion MCP server for AI-agent workspace access

Notion MCP Server is Notion's official MIT-licensed MCP server for connecting AI assistants to Notion workspaces. It supports the vendor-backed remote OAuth path and tools designed for page, workspace, and Markdown-style operations, making it a safer default than unofficial Notion bridges for teams already using Notion for docs, projects, or internal knowledge bases.

open-sourceOpen SourceTelemetry

Linear MCP Server

Official authenticated remote MCP endpoint for Linear issues, projects, comments, and coding-agent workflows.

Linear MCP Server is Linear’s official authenticated remote MCP endpoint for agent access to issues, projects, and comments. It gives Claude, Codex, Cursor, VS Code, Windsurf, Zed, and other clients a centrally hosted way to find, create, and update Linear work items through OAuth-backed MCP without maintaining a local connector or brittle API glue.

freemiumTelemetry

Slack MCP Server

Official Slack MCP server for approved workspace search, messaging, canvas, and user-context actions.

Slack MCP Server is Slack’s official remote MCP layer for giving approved AI clients workspace context and controlled actions. It lets agents search messages, files, users, and channels, draft or send messages, read threads, manage canvases, and authenticate through Slack OAuth while workspace admins approve integrations and normal Slack rate limits still apply.

freemiumTelemetry

Spotlight by Backplanes

Session reports for Claude Code and Codex runs

Spotlight by Backplanes turns completed Claude Code and Codex sessions into concise reports for engineering, security, and spend review. The CLI installs on macOS, Linux, or WSL 2, watches sessions after they finish, redacts PII and credentials locally before upload, then summarizes files touched, commands run, external domains reached, scope drift, risky actions, and next-session improvements.

freemiumTelemetry
agmsg logo

agmsg

Cross-agent messaging for CLI coding agents

agmsg is an MIT-licensed Bash and SQLite messaging layer for CLI coding agents. It lets Claude Code, Codex, Gemini CLI, GitHub Copilot CLI, Antigravity, OpenCode, Hermes, and other terminal agents exchange messages through a shared local database instead of relying on a human copy-paste relay. It is intentionally not MCP, not a broker, and not a subagent framework.

open-sourceOpen Source

Comparisons