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Mill — guardrailed agentic workflows, on your desktop

CI OpenSSF Scorecard License Go Platform

Mill is a guardrailed, agentic-workflow desktop app: it lets an AI agent (or a human) compose and run automations — capturing data, processing it, applying an action — while keeping every step reviewable and reversible. The core idea is what-you-see-is-what-I-see: an AI acting on a system it can't verify has to guess at the real state (what's actually on the clipboard, what a command will really do, what a setting is really set to), and that gap between the guess and reality is exactly where hallucination and silent failure live. Mill closes that gap by giving both the human and the AI the same verified, structured view of state — and a guardrail that previews an action before it happens, instead of trusting a text description of it. Mill isn't a novel category: it composes existing primitives (a workflow authoring layer with guardrails) the way a generic credential manager or a generic workflow-automation tool would, applied to agent-guarded local actions instead.

A seeded example workflow open in Mill's read-only canvas view: a manual trigger captures a typed amount, a Branch node routes on amount > 100, and each path ends at a typed Decision terminal

One of Mill's built-in seeded examples on the canvas: capture a typed value, branch on it, land at a typed Decision outcome — every example ships runnable and fully editable.

Status

Mill is under active development, pre-1.0. Several UX surfaces are explicitly prototype-quality while the underlying capability is real and exercised end-to-end. Expect rough edges in presentation before you expect them in behavior — and expect both to keep changing release to release.

Install

Mill ships as a single Go binary with the frontend compiled in (no separate CLI/backend, no hosted-service dependency) — git clone plus a local build is the whole install story. You'll need Go 1.25+, Node 22+, the Task CLI, and the Wails3 CLI first:

brew install go node go-task lefthook golangci-lint
go install github.com/loeffel-io/ls-lint/v2/cmd/ls_lint@v2.3.1
go install github.com/wailsapp/wails/v3/cmd/wails3@v3.0.0-beta.4
# make sure $(go env GOPATH)/bin (usually ~/go/bin) is on your PATH

git clone https://github.com/alicoding/mill.git
cd mill
task setup:hooks   # installs Lefthook's pre-commit hooks (mirrors CI)

# Run it
task dev           # starts Mill with hot reload — leave it running

task dev is the way to iterate: frontend edits hot-reload instantly, and only a Go change triggers a restart. See CLAUDE.md for the full set of build/dev commands (task install:app, task build, task package, ...).

Documentation

License

Apache-2.0.