# ![The cronstable wordmark; its l is a live self-balancing double pendulum: it sways through the theme glitches, collapses when the signal drops, and swings itself back upright](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/logo-balance.webp) [![PyPI version](https://img.shields.io/pypi/v/cronstable.svg?logo=pypi&logoColor=white&color=0073b7)](https://pypi.org/project/cronstable/) [![GitHub release](https://img.shields.io/github/v/release/ptweezy/cronstable?logo=github&color=8a2be2)](https://github.com/ptweezy/cronstable/releases/latest) [![App Store](https://img.shields.io/itunes/v/6801933039?logo=apple&logoColor=white&label=App%20Store&color=0d96f6)](https://apps.apple.com/app/cronstable/id6801933039) [![PyPI status](https://img.shields.io/pypi/status/cronstable.svg?color=2ea44f)](https://pypi.org/project/cronstable/) [![Coverage](https://img.shields.io/codecov/c/github/ptweezy/cronstable?logo=codecov&logoColor=white&color=f01f7a)](https://codecov.io/gh/ptweezy/cronstable) [![OpenSSF Scorecard](https://api.scorecard.dev/projects/github.com/ptweezy/cronstable/badge)](https://scorecard.dev/viewer/?uri=github.com/ptweezy/cronstable) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://github.com/ptweezy/cronstable/blob/main/LICENSE) [![Release downloads](https://img.shields.io/github/downloads/ptweezy/cronstable/total?logo=github&label=binary%20downloads&color=fb8c00)](https://github.com/ptweezy/cronstable/releases) [![Container image](https://img.shields.io/badge/ghcr.io-ptweezy%2Fcronstable-2496ed?logo=docker&logoColor=white)](https://github.com/ptweezy/cronstable/pkgs/container/cronstable) [![Docker Hub](https://img.shields.io/badge/docker.io-ptweezy%2Fcronstable-2496ed?logo=docker&logoColor=white)](https://hub.docker.com/r/ptweezy/cronstable) [![Python versions](https://img.shields.io/pypi/pyversions/cronstable.svg?logo=python&logoColor=ffd343&color=306998)](https://pypi.org/project/cronstable/) [![Platforms](https://img.shields.io/badge/platforms-Linux%20%7C%20macOS%20%7C%20Windows-00bcd4)](https://github.com/ptweezy/cronstable/releases/latest) [![Architectures](https://img.shields.io/badge/arch-amd64%20%7C%20amd64v3%20%7C%20arm64%20%7C%20armv7%20%7C%20armv6%20%7C%20i686%20%7C%20ppc64le%20%7C%20s390x%20%7C%20riscv64%20%7C%20loong64%20%7C%20mips64le%20%7C%20armel-c2185b)](https://github.com/ptweezy/cronstable/releases/latest) / kraahn-stuh-bl / cronstable is a feature-rich job scheduler and simple workflow orchestrator for anything from a single machine to a cluster, built with efficiency, security, and stability in mind. It runs your commands on a schedule, defined in YAML or loaded from an existing crontab, and adds retries, alerts, saved run history, workflows, and dashboards for the web, the terminal, and iOS. ## Why cronstable? ### Scheduling * **YAML and classic crontab files**: define jobs in YAML, or load an existing crontab (see [classic crontab files](#classic-crontab-files)). * **Business-day and hashed schedules**: run on the last weekday of the month or the third Friday, and spread a fleet's jobs across the hour with `H` (see [schedules](#schedules)). * **Second-level schedules and time zones**: run jobs as often as every second, and evaluate each job's schedule in any time zone (see [second-level schedules](#second-level-schedules) and [time zones](#time-zones)). * **iCal calendar export**: subscribe to upcoming runs in your calendar app, or view them in the dashboard's week calendar (see [calendar export](https://github.com/ptweezy/cronstable/wiki/Calendar-Export)). * **Schedule introspection**: ask why a job did or didn't run at a given moment, and get a field-by-field answer from the scheduler's own match test. Collision heatmaps, duplicate detection, and slot suggestions help you place new jobs (see [schedule introspection](#schedule-introspection)). * **Schedule linting**: catch schedules that can never run, uneven intervals, and times that daylight saving time skips or repeats (see [schedule linting](https://github.com/ptweezy/cronstable/wiki/Schedule-Linting)). ### Failure handling * **Retries with backoff**: retry failed runs with exponential backoff, and choose whether a nonzero exit status or output on stderr or stdout counts as a failure (see [failure detection and retries](#failure-detection-and-retries)). * **Result verification**: check a job's output before recording success or starting downstream tasks (see [result verification](https://github.com/ptweezy/cronstable/wiki/Result-Verification)). * **Alerts**: report failures through Sentry, email, Slack-compatible webhooks, shell commands, and the Windows Event Log (see [reporting](#reporting)). * **End-to-end encrypted push notifications**: send alerts to the [iOS app](#ios-app) that only paired devices can decrypt (see [push notifications](#push-notifications)). * **Late-run detection**: alert when a run is missing, late, or running too long, and mark the job as overdue in the dashboards (see [late-run detection](#late-run-detection-sla-monitoring)). ### Durability and orchestration * **Opt-in durable state**: keep run history and pending retries across restarts, catch up missed runs, and give job commands shared storage, locks, and idempotency keys (see [durable state](https://github.com/ptweezy/cronstable/wiki/Durable-State)). * **Durable workflows**: run tasks as a directed acyclic graph (DAG) with dependencies, data sharing, dynamic fan-out, sensors, and approval gates (see [workflow orchestration](https://github.com/ptweezy/cronstable/wiki/Orchestration-and-DAGs)). * **Selective workflow recovery**: retry failed tasks or replay failed dates while reusing successful results (see [workflow recovery](https://github.com/ptweezy/cronstable/wiki/Workflow-Recovery)). * **Shared resource pools**: limit capacity across jobs and workflow tasks, with priority queues and deadlines (see [resource pools](https://github.com/ptweezy/cronstable/wiki/Resource-Pools)). ### Observability and control * **[Web](#web-dashboard), [terminal](#terminal-dashboard), and [iOS](#ios-app) dashboards**: follow live logs, review history, control jobs and workflows, and monitor the cluster. * **HTTP API**: read job status and history, and start, cancel, or pause jobs (see [HTTP API](#http-api)). * **Status badges**: show a job's live status in a README or wiki with an SVG badge (see [status badges](#status-badges)). * **Runtime pause and resume**: pause scheduled runs for maintenance without editing configuration (see [pausing jobs](https://github.com/ptweezy/cronstable/wiki/Pausing-Jobs)). * **Prometheus and statsd metrics**: track outcomes, durations, retries, and cluster health (see [metrics](#metrics)). * **Per-job resource monitoring**: track CPU time and peak memory across each job's process tree (see [resource monitoring](#resource-monitoring)). * **Per-job resource limits**: cap each run's CPU, memory, and process count with cgroup v2 on Linux and Job Objects on Windows (see [resource limits](#resource-limits)). * **Built-in TLS**: serve the API over HTTPS, optionally require client certificates, and rotate certificates without a restart (see [TLS and client certificates](#tls-and-client-certificates)). * **MCP server**: let AI agents inspect jobs and debug schedules, read-only by default, with optional control (see [MCP](https://github.com/ptweezy/cronstable/wiki/MCP)). ### Fleets * **Opt-in clustering and leader election**: coordinate which replica runs scheduled jobs through a Kubernetes Lease, an etcd lease, a shared filesystem, or mutual TLS between peers (see [clustering and leader election](#clustering-and-leader-election)). * **Job-set ID**: compare configuration fingerprints to detect drift between replicas (see [job-set ID](#job-set-id)). ### Deployment * **Prebuilt releases**: container images in eight variants, and self-contained binaries for Linux, macOS, Windows, FreeBSD, OpenBSD, NetBSD, and illumos (see [installation](#installation)). * **Built for restricted containers**: run as a non-root user with a read-only root filesystem and restricted Kubernetes security settings (see [production container deployment](#production-container-deployment)). * **Native Windows support**: run as a Windows service, install with WinGet or an MSI, and import Task Scheduler tasks (see [Windows](#windows)). ## Quick start Install cronstable with [pipx](https://github.com/pypa/pipx), or with `pip install cronstable` inside a virtual environment. For Docker, Homebrew, WinGet, and standalone binaries, see [installation](#installation). ```shell pipx install cronstable ``` Create a `cronstable.yaml` file with your first job: ```yaml jobs: - name: hello command: echo hello from cronstable schedule: "* * * * *" # every minute captureStdout: true web: listen: - http://127.0.0.1:8080 # optional: the REST API and dashboard ``` Start the scheduler. It runs in the foreground: ```shell cronstable -c cronstable.yaml ``` Open to watch the `hello` job's output in the [dashboard](#web-dashboard). The job runs once a minute, and schedules use UTC unless a job sets a [time zone](#time-zones). cronstable picks up changes to the file within a minute, so you can add jobs without restarting it. Four short [tutorials](#tutorials) build on this configuration: * [Retry failed jobs, and alert when the retries fail](#tutorial-1-retry-failed-jobs-and-alert-when-retries-fail). * [Survive restarts and catch up missed runs](#tutorial-2-survive-restarts-catch-up-what-was-missed). * [Chain tasks into a durable workflow with an approval gate](#tutorial-3-your-first-dag-a-durable-pipeline). * [Coordinate two replicas with leader election](#tutorial-4-coordinate-two-replicas). To follow your jobs from a phone, pair the [iOS app](#ios-app) from the dashboard. To see every feature at once, start the nine-node [grand tour](https://github.com/ptweezy/cronstable/tree/main/example/grand-tour) from a clone of this repository: ```shell docker compose -f example/grand-tour/docker-compose.yml up --build ``` To run an existing crontab exported with `crontab -l`, pass the file to `-c`: `cronstable -c my.crontab`. A system crontab such as `/etc/crontab` has an extra user column, so convert its entries to YAML (see [classic crontab files](#classic-crontab-files)). ## Installation cronstable aims to run on as many platforms and CPU architectures as possible. Every release publishes Linux container images, standalone binaries for Linux, macOS, Windows, FreeBSD, OpenBSD, NetBSD, and illumos, packages for Linux and FreeBSD, and Windows installers. If your platform or architecture is missing, [open an issue](https://github.com/ptweezy/cronstable/issues/new) or send a pull request (see [CONTRIBUTING.md](https://github.com/ptweezy/cronstable/blob/main/CONTRIBUTING.md)). ### Run with Docker Every release publishes multi-architecture images to the GitHub Container Registry (`ghcr.io/ptweezy/cronstable`) and Docker Hub (`ptweezy/cronstable`). Mount your configuration file and start the container: ```shell docker run --rm -p 8080:8080 \ -v "$PWD/cronstable.yaml:/etc/cronstable.d/cronstable.yaml:ro" \ ghcr.io/ptweezy/cronstable:latest ``` Inside a container, the dashboard must listen on all interfaces, so change the quick start's listener to `http://0.0.0.0:8080`. Before you expose it beyond your machine, set an [authentication token](#authentication). The default image is based on Debian slim and supports seven Linux platforms: `amd64`, `arm64`, `386`, `arm/v7`, `ppc64le`, `s390x`, and `riscv64`. It runs as a non-root user and reads its configuration from `/etc/cronstable.d`. Each release also publishes Alpine, Ubuntu, RHEL (UBI), Fedora, openSUSE, Amazon Linux, and distroless variants, tagged with a `-` suffix such as `latest-alpine`. Every variant also has `-amd64v3` tags, such as `latest-amd64v3`, for [x86-64-v3 CPUs](#choose-an-x86-64-build). For each variant's platforms, see [installation](https://github.com/ptweezy/cronstable/wiki/Installation) in the wiki. In production, pin a release version instead of `latest`. For a hardened Kubernetes or Docker setup, see [production container deployment](#production-container-deployment). ### Install using pip cronstable requires Python 3.10 or later. Install it in a virtual environment: ```shell pip install cronstable ``` Or let [pipx](https://github.com/pypa/pipx) create an isolated environment for you: ```shell pipx install cronstable ``` Optional extras install the dependencies of specific features: `push` for [push notifications](#push-notifications), `discovery` for [LAN discovery](https://github.com/ptweezy/cronstable/wiki/LAN-Discovery), `kubernetes` for the official Kubernetes client library, and `speedups` for uvloop, orjson, and isal. For example, run `pip install "cronstable[push]"`. On a system with an older Python, use a [standalone binary](#install-a-standalone-binary). ### Install using Homebrew or WinGet Homebrew and WinGet install prebuilt releases, so you don't need Python. On macOS or Linux, use Homebrew: ```shell brew install ptweezy/tap/cronstable ``` On Windows, use WinGet: ```shell winget install ptweezy.cronstable ``` Upgrade later with `brew upgrade cronstable` or `winget upgrade ptweezy.cronstable`. WinGet runs a signed setup program that installs the per-machine MSI. Approve the administrator prompt, then open a new shell so that `cronstable` is on your `PATH`. The installer registers the Windows service without starting it, and creates a configuration directory that only SYSTEM and Administrators can write. The service starts at the next boot and runs no jobs until you add configuration. For catalog availability and how to switch from a portable install, see the [WinGet installation guide](https://github.com/ptweezy/cronstable/wiki/Installation#install-using-winget). ### Install a standalone binary Every release attaches self-contained binaries that embed Python, so the target system doesn't need it. Download one from the [releases page](https://github.com/ptweezy/cronstable/releases), or use `curl`: ```shell # For an x86-64 Linux CPU with glibc. Use amd64v3 instead of amd64 on # x86-64-v3 CPUs, and append -musl on Alpine. curl -fsSL -o cronstable \ https://github.com/ptweezy/cronstable/releases/latest/download/cronstable-linux-amd64 chmod +x cronstable ./cronstable --version ``` Releases include these builds: * Linux: glibc and musl builds for `amd64`, `amd64v3`, `arm64`, `i686`, `armv7`, `armv6`, `ppc64le`, `s390x`, `riscv64`, and `loong64`, plus glibc builds for `mips64le` and `armel` * macOS: `amd64`, `amd64v3`, and `arm64`, signed and notarized by Apple * Windows: `amd64`, `amd64v3`, `arm64`, and `i686` * FreeBSD: `amd64`, `amd64v3`, and `arm64` * OpenBSD, NetBSD, and illumos: `amd64` and `amd64v3` * Packages: `.deb`, `.rpm`, Alpine `.apk`, and FreeBSD `.pkg` The `amd64`, `amd64v3`, `arm64`, and `s390x` glibc builds need only glibc 2.17, so they run on RHEL 7 and later. The `ppc64le` build needs glibc 2.28 (RHEL 8 and later). The `.deb` and `.rpm` packages also install a systemd unit and a starter configuration in `/etc/cronstable.d`. They don't start the service; run `systemctl enable --now cronstable` when your configuration is ready. Windows builds come in four formats: * `cronstable-windows--setup.exe`: a signed setup program for `amd64`, `amd64v3`, and `arm64` that installs the MSI. WinGet runs this setup. * `cronstable-windows-.exe`: a single-file executable. * `cronstable-windows-.zip`: a one-directory build that extracts to a single `cronstable` folder and can host the [Windows service](#windows-service). * `cronstable-windows-.msi`: a machine-wide installer that registers the service, for deployment through Group Policy, Intune, or SCCM (see [Windows MSI](https://github.com/ptweezy/cronstable/wiki/Windows-MSI)). At startup, a standalone binary unpacks its embedded Python runtime into a temporary directory, so on a read-only root filesystem it needs a small writable, executable temporary mount. The container images, pip installs, and the Windows `.zip` and `.msi` builds don't unpack anything at startup. For a tmpfs or `emptyDir` recipe, the full asset table, and the other install methods (ubi, mise, and Nix), see [installation](https://github.com/ptweezy/cronstable/wiki/Installation) in the wiki. #### Choose an x86-64 build Every x86-64 binary, package, and Docker image comes in two builds: * `amd64v3` (recommended for compatible CPUs): uses an optimized embedded Python runtime and requires the full x86-64-v3 feature set, as on Intel Haswell and newer Core and Xeon CPUs, or AMD Excavator and Zen. * `amd64` (compatibility build): runs on any x86-64 CPU. Choose it when the CPU or VM doesn't expose x86-64-v3, or when you're unsure. Homebrew and WinGet install the `amd64` builds. For the exact feature list, see [CPU requirements](https://github.com/ptweezy/cronstable/wiki/Installation#amd64v3-cpu-requirements). ## Web dashboard [![cronstable web dashboard, animated: a tour of the live job overview, the command palette, a live log tail, a workflow's task graph, the nine-node cluster and fleet matrix, the wallboard and incident timeline, the device-pairing QR panel for encrypted push alerts, and the accessibility options (a color-vision-safe palette and larger UI scale)](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-reel.webp)](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-reel.webp) > Web UI tour. The daemon serves the built-in web dashboard at `/` on each `http://` and `https://` listener. It's one self-contained page, with no build step and no external requests, served under a strict Content Security Policy. To turn it on, add a `web` listener, as in the [quick start](#quick-start): ```yaml web: listen: - http://127.0.0.1:8080 ``` [![cronstable web dashboard: a live overview of every job, showing status, live resource usage, owner node, schedule, last run, next-run countdown, and a run-trend sparkline](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-overview.png)](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-overview.png) The overview shows each job's status, upcoming runs, recent outcomes, and, when monitoring is on, resource usage. Open a job to follow its logs, review its run history, or inspect its schedule. You can also: * Trigger workflows, follow their task graphs, and approve or reject approval gates. * Inspect cluster health and compare each job's runs across nodes. * Investigate failures with an incident timeline and merged live logs. * Use the wallboard, the activity heatmap, and the durable state inspector. | Live logs | Workflow task graph | Fleet view | | :---: | :---: | :---: | | [![Live log tailing with ANSI color, timestamps, and in-log search](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-logs.png)](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-logs.png) | [![The workflow drawer's graph tab: a diamond of tasks, every node green](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-dag-graph.png)](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-dag-graph.png) | [![The fleet view: a jobs-by-nodes matrix with each node's last outcome and age per job](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-fleet.png)](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-fleet.png) | Press `Ctrl-K` or `⌘K` for the command palette, `?` for shortcuts, or `Enter` to open the selected job. The dashboard has ten themes, adjustable fonts and UI scale, color-vision-safe palettes, and reduced-motion support. It shows status with text and symbols as well as color. Run history and captured output stay in memory unless you enable the [durable state store](https://github.com/ptweezy/cronstable/wiki/Durable-State), which keeps run history across restarts. To also keep each run's captured output, set `archiveOutput: true` on the job or under `defaults:`. For every panel, shortcut, and setting, see the [web dashboard guide](https://github.com/ptweezy/cronstable/wiki/Web-Dashboard). To try the dashboard with a varied set of demo jobs, run this command from a clone of this repository, and then open : ```shell docker compose up ``` The [example gallery](#example-gallery) has larger setups, including a three-node cluster and the nine-node grand tour. ## Terminal dashboard The `cronstable tui` command brings the dashboard to your terminal, including over SSH and in tmux. It's a client of the same HTTP API, uses the web dashboard's keyboard shortcuts, and has job logs, history, workflows, cluster views, and incident tools. [![The cronstable TUI: a live 70-job board with status glyphs, next-fire countdowns, run sparklines, live CPU/memory chips, cluster owner column, and the fleet verdict bar](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/tui-overview.png)](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/tui-overview.png) ```shell cronstable tui # local daemon on port 8080 cronstable tui --url http://prod-node:8080 # remote daemon cronstable tui --tv # open the wallboard ``` If the daemon requires a [token](#authentication), set the `CRONSTABLE_WEB_TOKEN` environment variable, or name another variable with `--token-env`. Use `--job` to open a job's details at startup, or `--ascii` when your terminal font lacks the status symbols. For all options, panels, and themes, see the [terminal dashboard guide](https://github.com/ptweezy/cronstable/wiki/Terminal-Dashboard). ## iOS app

The Cronstable app icon: the wordmark's double pendulum, balanced upright on its cart

Cronstable for iPhone and iPad
The on-call companion and native dashboard for your cronstable servers.

Download on the App Store

The app connects directly to your servers over the LAN, Tailscale, or HTTPS, and receives [encrypted push alerts](#push-notifications). It needs no account or sign-up, has no analytics or ads, and keeps access tokens in the device Keychain. The app includes these features: * Alerts for failed runs, SLA breaches, workflow failures, and approval gates. Each alert is sealed to the device's key before it leaves your server, and you can approve or reject a gate from the lock screen. * The jobs board, run history, live log tails, workflow runs, run trends, CPU and memory charts, and node and cluster views. * Schedule tools: pressure heatmaps, duplicate detection, a cron expression sandbox, and an answer to "why did this run?" * Home Screen widgets for fleet health, and your job schedule as a calendar subscription. Push notifications are optional. Without the `push` reporter, the app polls your servers directly, every 1 to 300 seconds.

The app's jobs board in dark mode: a failing-jobs banner above each job's status, schedule, next-run countdown, and run sparkline A workflow run in light mode, waiting at an approval gate with Approve and Reject buttons above its task list A job's live log tail in dark mode, below its run stats and resource panel The schedule view in light mode: scheduled runs for the next 24 hours, the busiest minute, and an hour-by-minute pressure heatmap

Jobs board · Approval gates · Live log tail · Schedule pressure

To connect the app to a server, follow these steps: 1. Install [Cronstable](https://apps.apple.com/app/cronstable/id6801933039) from the App Store. 2. Enable the [HTTP API](#http-api) on an address that your phone can reach, such as a LAN, Tailscale, or HTTPS address, and [require a token](#authentication). A phone can't reach `127.0.0.1`. 3. Open the [web dashboard](#web-dashboard) at that address. On a page opened at a loopback address, such as `127.0.0.1`, the **Pair a device** panel shows no code. 4. In the command palette (`Ctrl-K` or `⌘K`) or in settings, select **Pair a device**. 5. Scan the QR code with the phone's camera, or tap **Scan QR code** in the app. The QR code contains the page's address and its access token, so pair over HTTPS or a trusted network, and give the phone a [scoped token](https://github.com/ptweezy/cronstable/wiki/HTTP-API#scoped-tokens-webauthtokens) instead of the all-scopes token. 6. To get lock-screen alerts, enable the [`push` reporter](#push-notifications). [![The dashboard's Pair a device panel: a QR code deep-linking the connection payload into the app being paired, the same payload as a copyable JSON string, and a warning that the embedded token holds every scope](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-pair.png)](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/dashboard-pair.png) The QR code is a deep link. If the app isn't installed, scanning it opens a page that explains how to get the app. To let the app find the daemon without a typed address, install the `discovery` extra and set `web.bonjour: true`. The daemon then advertises the API as a `_cronstable._tcp` mDNS service on the local network, and the app lists it under **Find nearby servers** (see [LAN discovery](https://github.com/ptweezy/cronstable/wiki/LAN-Discovery)). To explore the app before you set up a server, tap **Try the demo** on the welcome screen to connect to a live sample fleet. The app is optional. The web and terminal dashboards, the API, and every other reporter work without it. ### Pair from the terminal To pair on a server that runs the API without the dashboard page (`web.ui: false`), or from a shell with no browser, run `cronstable pair`. It prints the same QR code in the terminal: ```shell export CRONSTABLE_WEB_TOKEN=phone-token-value # the token the phone gets cronstable pair # local daemon on port 8080 cronstable pair --public-url https://cron.example.net # the address the phone uses ``` The code contains the token that `cronstable pair` uses, so pass a [scoped token](https://github.com/ptweezy/cronstable/wiki/HTTP-API#scoped-tokens-webauthtokens) for the phone. When `--url` is a loopback address, the command puts the host's LAN address in the code if the daemon answers there. Pass `--public-url` when the phone uses another address, such as a reverse proxy's. In the [terminal dashboard](#terminal-dashboard), **Pair a device (QR)** in the command palette shows the same code. For the options and the terminal size the code needs, see [pairing from the terminal](https://github.com/ptweezy/cronstable/wiki/Terminal-Pairing). ## Tutorials These four short walkthroughs build on the [quick start](#quick-start) configuration. Each example passes `cronstable --validate-config`: add it to your quick start file and replace the example commands with your own. Each tutorial links to the wiki page that covers its topic in full. ### Tutorial 1: Retry failed jobs and alert when retries fail This example retries a failed job with exponential backoff, and it posts to a Slack channel only if the job still fails after its last retry: ```yaml jobs: - name: nightly-backup command: /usr/local/bin/backup --incremental schedule: "0 3 * * *" captureStderr: true # include stderr in the report onFailure: retry: maximumRetries: 5 initialDelay: 5 # waits 5s, 10s, 20s, 40s, then 80s maximumDelay: 300 # no single wait exceeds 300s backoffMultiplier: 2 onPermanentFailure: # fires once, after the last retry fails report: webhook: url: fromEnvVar: SLACK_WEBHOOK_URL ``` By default, a job fails when it exits with a nonzero status or writes to a captured stderr. To change that for a job, use [`failsWhen`](#failure-detection-and-retries). The webhook's default body is Slack-compatible, and Mattermost and Teams accept it as is. To report by email, Sentry, or a shell command, add the corresponding block under `report:`. Email and Sentry reports render Jinja2 templates with the run's name, output, and exit code, and shell command reports receive the same details as `CRONSTABLE_*` environment variables. For details, see [failure detection and retries](https://github.com/ptweezy/cronstable/wiki/Failure-Detection-and-Retries) and [reporting](https://github.com/ptweezy/cronstable/wiki/Reporting) in the wiki. ### Tutorial 2: Survive restarts, catch up what was missed By default, cronstable keeps no state across restarts. To handle a deploy or a reboot in the middle of a schedule, add a `state:` block: ```yaml state: path: ./cronstable-state # a local directory, or a shared mount for a fleet jobs: - name: hourly-invoice-emit command: python -m billing.emit_hourly schedule: "0 * * * *" onMissed: run-all # replay each hour missed while the daemon was down startingDeadlineSeconds: 21600 # skip missed runs older than 6 hours onFailure: retry: maximumRetries: 10 initialDelay: 30 maximumDelay: 600 backoffMultiplier: 2 ``` Setting `state.path` alone has these effects: * Run history survives restarts, and the dashboard reloads it. * Pending retries resume at their original deadlines. * `@reboot` runs once per boot instead of once per daemon start. * Prometheus counters keep their values across restarts. The `onMissed` setting adds catch-up. `run-once` combines any number of missed runs into one launch, and `run-all` replays each missed run. `startingDeadlineSeconds` limits how old a missed run can be. Catch-up applies after a restart, and also when the daemon resumes after system sleep or a long stall. The same store gives job commands persistent storage and coordination tools through a loopback endpoint: key-value storage, cursors, fleet-wide locks, idempotency keys, artifacts, and run-scoped secrets. Commands use them through the `cronstable state`, `cursor`, `lock`, `idempotent`, `artifact`, and `secret` subcommands. For details, see [durable state](https://github.com/ptweezy/cronstable/wiki/Durable-State). ### Tutorial 3: Your first DAG, a durable pipeline A `dags:` block defines a durable workflow as a directed acyclic graph (DAG) of tasks. This example runs a build, waits for a person to approve it, and then publishes: ```yaml state: path: ./cronstable-state # DAGs live on the state store dags: - name: release-train # no schedule: manual-only tasks: - id: build command: make dist - id: approve type: approval # waits for approval dependsOn: - build - id: publish dependsOn: - approve command: make publish retries: 2 # task-level retries, DAG-owned retryDelaySeconds: 60 ``` Trigger the DAG and approve the gate, or click **Approve** in the dashboard's DAG drawer instead: ```shell curl -X POST http://127.0.0.1:8080/dags/release-train/trigger # -> {"dag": "release-train", "runKey": "manual-..."} curl -X POST http://127.0.0.1:8080/dags/release-train/runs//tasks/approve/decision \ -H 'Content-Type: application/json' -d '{"decision": "approve", "by": "alice"}' ``` The state store records workflow progress, so the daemon can resume a run after a restart. Across a fleet, a lease coordinates which node advances each run. Recovery can retry an interrupted task even if its earlier process is still running, so make task side effects safe to repeat, for example with an [idempotency key](https://github.com/ptweezy/cronstable/wiki/Durable-State#idempotency-keys). Scheduled DAGs also support catch-up and `backfill` over a date range. Tasks can pass data with `cronstable xcom push` and `cronstable xcom pull`, fan out over a list that an upstream task produced, and poll for conditions with `type: sensor`. For details, see [orchestration and DAGs](https://github.com/ptweezy/cronstable/wiki/Orchestration-and-DAGs). ### Tutorial 4: Coordinate two replicas Run the same configuration on two or more hosts that share a POSIX mount. The hosts elect a leader through a fenced lease file, without certificates or a coordination service. The mount must support locks across hosts, and every host must keep its clock synchronized with NTP: ```yaml state: path: /mnt/shared/cronstable/state # optional: durable state shared by the fleet cluster: backend: filesystem filesystem: path: /mnt/shared/cronstable # the mount is the election store electLeader: true # each node is named by its hostname jobs: - name: charge-subscriptions command: python -m billing.charge schedule: "0 6 * * *" clusterPolicy: Leader # the default: only the leader runs it ``` Only the elected leader starts scheduled `Leader` jobs. If the leader stops, a follower can take over after the lease is released or expires, provided it can reach the shared mount. The lease coordinates which node can start jobs; it doesn't make job side effects exactly-once. Each job's `clusterPolicy` sets its behavior when leadership can't be confirmed: * `Leader`: skips scheduled runs. * `PreferLeader`: allows runs when the coordination store is unreachable, so multiple replicas can run the same job. * `EveryNode`: runs the job on every node, for work that belongs on each node. Without a shared mount, use another backend: `gossip` elects a leader over mutual TLS with no shared store, `kubernetes` uses a `coordination.k8s.io` Lease, and `etcd` uses a lease-bound key. To spread job ownership across the fleet, use the `gossip` backend with `distribution: spread`. For details, see [clustering and leader election](#clustering-and-leader-election). ## Example gallery Every example in [`example/`](https://github.com/ptweezy/cronstable/tree/main/example) is a self-contained, annotated project that you can run from a clone of this repository. Each Compose file is in its example's folder, except for `demo`, which uses the root `docker-compose.yml`. The following table lists the main examples: | Example | One command | What it shows | | --- | --- | --- | | [`demo`](https://github.com/ptweezy/cronstable/tree/main/example/demo) | `docker compose up` | The dashboard playground: varied jobs, live logs, retries, a long-running job, and an on-demand job. | | [`grand-tour`](https://github.com/ptweezy/cronstable/tree/main/example/grand-tour) | `docker compose -f example/grand-tour/docker-compose.yml up --build` | Everything at once: a 9-node mTLS cluster, shared durable state, five DAG patterns, second-level probes, and all five cross-platform reporters connected to live sinks. | | [`cluster`](https://github.com/ptweezy/cronstable/tree/main/example/cluster) | `docker compose -f example/cluster/docker-compose.yml up` | A 3-node gossip cluster: peer attestation, quorum, leader election, and live failover. | | [`cluster-large`](https://github.com/ptweezy/cronstable/tree/main/example/cluster-large) | `docker compose -f example/cluster-large/docker-compose.yml up` | A 10-node, CPU-heavy fleet for watching `distribution: spread` and the load meters. | | [`dag`](https://github.com/ptweezy/cronstable/tree/main/example/dag) | `cronstable -c example/dag` | Orchestration on a single node: dependencies, XCom, fan-out, a sensor, and an approval gate. | | [`dag-cluster`](https://github.com/ptweezy/cronstable/tree/main/example/dag-cluster) | `docker compose -f example/dag-cluster/docker-compose.yml up` | DAGs coordinating across three nodes on one shared store, with leases and crash recovery. | | [`job-state`](https://github.com/ptweezy/cronstable/tree/main/example/job-state) | `cronstable -c example/job-state` | The state primitives for jobs: key-value storage, cursors, locks, idempotency keys, artifacts, and secrets. | | [`mcp`](https://github.com/ptweezy/cronstable/tree/main/example/mcp) | `docker compose -f example/mcp/docker-compose.yml up --build` | The MCP server: an AI agent (Claude, Cursor, Copilot) observing and driving the scheduler over `POST /mcp`, or the `cronstable mcp` stdio bridge. | | [`pulse-monitor`](https://github.com/ptweezy/cronstable/tree/main/example/pulse-monitor) | `docker compose -f example/pulse-monitor/docker-compose.yml up` | Second-level scheduling as a real-time uptime and SLA monitor. | | [`pulse-cluster`](https://github.com/ptweezy/cronstable/tree/main/example/pulse-cluster) | `docker compose -f example/pulse-cluster/docker-compose.yml up` | The same probes spread across a 3-node cluster with leader election. | | [`zen-demo`](https://github.com/ptweezy/cronstable/tree/main/example/zen-demo) | `docker compose -f example/zen-demo/docker-compose.yml up` | A deliberately calm board, for the wallboard's zen screensaver. | | [`crontab`](https://github.com/ptweezy/cronstable/tree/main/example/crontab) | `cronstable -c example/crontab` | Five-field user crontabs alongside YAML jobs. | | [`kubernetes`](https://github.com/ptweezy/cronstable/tree/main/example/kubernetes) | `kubectl apply -f example/kubernetes/deployment.yaml` | Leader election through a `coordination.k8s.io/v1` Lease. | | [`etcd`](https://github.com/ptweezy/cronstable/tree/main/example/etcd) | `docker compose -f example/etcd/docker-compose.yml up` | Leader election through an etcd lease, over plain HTTP. | | [`docker`](https://github.com/ptweezy/cronstable/tree/main/example/docker) | `docker build -t cronstable-example example/docker` | The minimal "add cronstable to your own image" recipe. | ## Configuration ### Configuration basics cronstable reads its configuration from YAML files. Pass a file or a directory with `-c`: ```shell cronstable -c /etc/cronstable.d ``` From a directory, cronstable reads every `*.yaml` and `*.yml` file and every classic crontab (`*.crontab`, `*.cron`, or a file named `crontab`), and skips names that start with `_` or `.`. Without `-c`, cronstable reads `/etc/cronstable.d` on POSIX systems (for Windows, see [Windows](#windows)). `cronstable init` writes a commented starter configuration to that default location, which needs root; `cronstable init DIRECTORY` writes it elsewhere. cronstable runs in the foreground and logs to stdout and stderr, so run it under a supervisor such as systemd or a container runtime. About once a minute, it checks the configuration for changes and applies them without a restart. To reload immediately, send it `SIGHUP`. If a changed configuration is invalid, cronstable logs the error and keeps running the previous jobs. To check a configuration without starting the scheduler, run `cronstable --validate-config -c `. Each job needs a `name`, a `command`, and a `schedule`. This job runs every 5 minutes: ```yaml jobs: - name: test-01 command: echo "foobar" shell: /bin/bash schedule: "*/5 * * * *" ``` A string `command` runs through a shell: `/bin/sh` by default, or the job's `shell`, which is `/bin/bash` in the preceding example. A list `command` runs directly, without a shell, and each item becomes one argument: ```yaml jobs: - name: test-01 command: - echo - foobar schedule: "*/5 * * * *" ``` For every option, see the [configuration reference](https://github.com/ptweezy/cronstable/wiki/Configuration-Reference). ### Schedules A string `schedule` uses crontab syntax, which cronstable's built-in cron engine parses. It accepts five, six, or seven fields: * Five fields: `minute hour day-of-month month day-of-week`, as in classic cron. * Six fields: the classic five, plus a trailing `year`. * Seven fields: a leading `second`, the classic five, and a trailing `year` (see [second-level schedules](#second-level-schedules)). Fields accept ranges, steps, lists, names such as `jan` and `mon`, and Quartz's `?` on its own in a day field. cronstable also supports these forms: * `L` alone in the day-of-month field for the month's last day, and `L5` in the day-of-week field for the month's last Friday. * Business-day forms: `LW` for the month's last weekday, `L-3` for three days before the month's last day, `15W` for the weekday nearest the 15th, and `5#3` for the third Friday (see [business-day schedules](https://github.com/ptweezy/cronstable/wiki/Business-Day-Schedules)). * `H`, which picks a stable value from a hash of the job's name, so a fleet of hourly jobs spreads across the hour instead of all starting at `:00` (see [hashed schedules](https://github.com/ptweezy/cronstable/wiki/Hashed-Schedules)). * Nicknames such as `@hourly` and `@daily`, and `@reboot`, which runs the job once when cronstable starts. A six-field expression reads its sixth field as a year. If that field can't be a year, as in a Quartz expression that ends in `?`, cronstable reports an error that explains how to convert it. A Quartz expression that ends in `*`, such as `0 15 10 * * *`, is valid but means something else here, so check converted expressions with `GET /schedule/preview`. For the full syntax, see [schedules and time zones](https://github.com/ptweezy/cronstable/wiki/Schedules-and-Timezones). The `schedule` option can also be an object. This job runs every 5 minutes on July 19 each year: ```yaml jobs: - name: test-01 command: echo "foobar" schedule: minute: "*/5" dayOfMonth: 19 month: 7 dayOfWeek: "*" ``` ### Second-level schedules Schedules have one-minute granularity by default. To run a job at one-second granularity, write a seven-field crontab string whose first field is the second, or use the object form with a `second:` property. Both of these jobs run every 15 seconds, at seconds 0, 15, 30, and 45 of every minute: ```yaml jobs: - name: every-15s-string command: echo "tick" schedule: "*/15 * * * * * *" # 7 fields: the leading field is seconds - name: every-15s-object command: echo "tick" schedule: second: "*/15" ``` The seconds field accepts the same syntax as the other fields, so `second: "*"` runs a job every second. While any enabled job uses seconds, the scheduler wakes once per second instead of once per minute, and minute-level jobs still run once in their scheduled minute. Second-level schedules are available only in YAML; [classic crontab files](#classic-crontab-files) keep cron's five fields. For a runnable example, see [`example/pulse-monitor`](https://github.com/ptweezy/cronstable/tree/main/example/pulse-monitor), a small uptime and SLA monitor that probes a service every few seconds, and its three-node version, [`example/pulse-cluster`](https://github.com/ptweezy/cronstable/tree/main/example/pulse-cluster). ### Time zones cronstable interprets schedules in UTC by default. To interpret a job's schedule in a specific time zone, set `timezone`. The following job runs every day at 19:27 in Los Angeles: ```yaml jobs: - name: test-01 command: echo "hello" schedule: "27 19 * * *" timezone: America/Los_Angeles captureStdout: true ``` To use the machine's local time instead, set `utc: false`. ### Job environment To set environment variables for the command, use the `environment` option. To load them from a file, use `env_file`: ```yaml jobs: - name: test-01 command: echo "foobar" shell: /bin/bash schedule: "*/5 * * * *" env_file: .env environment: - key: PATH value: /bin:/usr/bin ``` The file contains one `KEY=VALUE` pair per line. cronstable ignores empty lines and lines that start with `#`. Variables in the `environment` option override variables from `env_file`. ### Classic crontab files cronstable reads five-field user crontabs in the classic Vixie format. Export your crontab and pass the file to `-c`: ```shell crontab -l > my.crontab cronstable -c my.crontab ``` System crontabs such as `/etc/crontab` and files in `/etc/cron.d` contain an extra user column that cronstable doesn't parse. To preserve per-job users, convert these entries to YAML and set each job's [`user` field](#run-as-another-user-or-group). If all jobs should run as the daemon's user, remove the user column from a copy of the file instead. You can also put files named `*.crontab`, `*.cron`, or `crontab` in a configuration directory next to YAML files, or load them with [`include`](#includes). For example, a user crontab can contain: ```crontab SHELL=/bin/bash PATH=/usr/local/bin:/usr/bin:/bin # m h dom mon dow command */15 * * * * /usr/local/bin/backup --incremental 30 4 * * mon-fri /usr/local/bin/report --daily @daily /usr/local/bin/rotate-logs 0 0 * * * pg_dump mydb > /backup/mydb-$(date +\%F).sql ``` Comments, `NAME=value` environment lines, nicknames such as `@reboot` and `@daily`, and `\%` escapes all work as described in `man 5 crontab`. An environment line applies to the entries after it, and cronstable honors `SHELL` and `CRON_TZ`. Each entry becomes an ordinary cronstable job named `:`, with cronstable's standard defaults rather than an emulation of cron's environment: * Schedules run in UTC unless the crontab sets `CRON_TZ`. * A run fails when it exits with a nonzero status or writes to stderr. cronstable doesn't send `MAILTO` mail. * An unescaped `%`, which cron passes to the command as standard input, causes an error when the file loads. `\%` still produces a literal `%`. To give an entry retries, reporting, timeouts, or any other per-job option, move it to YAML. For the full mapping and every difference from cron, see [classic crontabs](https://github.com/ptweezy/cronstable/wiki/Classic-Crontabs) in the wiki. For a runnable example, see [`example/crontab`](https://github.com/ptweezy/cronstable/tree/main/example/crontab), a configuration directory that combines a crontab with YAML jobs and the dashboard. ### Defaults A `defaults` section sets default values for the jobs in the same file, and each job can override them: ```yaml defaults: environment: - key: PATH value: /bin:/usr/bin shell: /bin/bash utc: false jobs: - name: test-01 command: echo "foobar" # runs with /bin/bash schedule: "*/5 * * * *" - name: test-02 command: echo "zbr" shell: /bin/sh # overrides the default shell schedule: "*/5 * * * *" ``` In a configuration directory, each file's `defaults` section applies only to the jobs in that file. To share defaults across files, use [includes](#includes). ### Includes The `include` option merges a list of files into the current configuration so that multiple files can share defaults and other settings. For example, this is the main configuration: ```yaml include: - _inc.yaml jobs: - name: my-job ... ``` The shared defaults live in `_inc.yaml`: ```yaml defaults: shell: /bin/bash onPermanentFailure: report: sentry: ... ``` A directory load skips files whose names start with `_`, so `_inc.yaml` applies only where a file includes it. For the merge rules, see [includes, defaults, and multi-file config](https://github.com/ptweezy/cronstable/wiki/Includes-and-Defaults). ### Environment variable interpolation Any string value in the configuration can read cronstable's environment variables with `${VAR}`, or with `${VAR:-default}` to set a fallback. One configuration file can then serve many environments without a wrapper script that templates it. To write a literal `$`, use `$$`. Interpolation runs after the file is validated, so it works in any string field, such as a listen address, a state path, a time zone, or a webhook URL. If a `${VAR}` is unset and has no default, cronstable reports a configuration error that names the variable, and `cronstable --validate-config` catches it. ```yaml web: listen: - "http://0.0.0.0:${WEB_PORT:-8080}" # port from the environment, default 8080 state: path: ${STATE_DIR} # required: unset fails --validate-config jobs: - name: rollup-${REGION} # required, like STATE_DIR command: run-rollup # ${VAR} in a command is left for the shell schedule: minute: "0" timezone: ${TZ:-UTC} ``` cronstable doesn't interpolate the `command` and `shell` of jobs and reporters, so the shell expands their `${VAR}` references at run time against the job's own environment, not the daemon's. It also leaves the `logging` section for Python's `logging.config`. For the full rules, including how interpolation affects the [job-set ID](#job-set-id), see [environment variable interpolation](https://github.com/ptweezy/cronstable/wiki/Environment-Variable-Interpolation). ### Disable a job Jobs are enabled by default. To disable a job, add `enabled: false`. cronstable validates disabled jobs but doesn't run them. ```yaml jobs: - name: test-01 enabled: false # skipped until you set this to true command: echo "foobar" shell: /bin/bash schedule: "* * * * *" ``` ### Custom logging To customize cronstable's own logs, add a `logging` section in the format of Python's [`logging.config` dictionary schema](https://docs.python.org/3/library/logging.config.html#dictionary-schema-details). For example, the following configuration adds a timestamp to each log line: ```yaml logging: version: 1 disable_existing_loggers: false formatters: simple: format: '%(asctime)s [%(processName)s/%(threadName)s] %(levelname)s (%(name)s): %(message)s' datefmt: '%Y-%m-%d %H:%M:%S' handlers: console: class: logging.StreamHandler level: DEBUG formatter: simple stream: ext://sys.stdout root: level: INFO handlers: - console ``` For more, see [logging configuration](https://github.com/ptweezy/cronstable/wiki/Logging-Configuration). ## Schedule introspection cronstable answers questions about its own schedule. Each of these features has its own wiki page: * Why didn't it run: `GET /schedule/why?job=&at=` shows, field by field, how the scheduler's match test evaluates one job at one moment. For a job scheduled `0 9 * * mon,fri`, asking about a Tuesday at 09:00 returns `"matches": false` with `day-of-week` as the failed field, plus the job's nearest runs before and after that moment ([Why Didn't It Run?](https://github.com/ptweezy/cronstable/wiki/Why-No-Run)). * Schedule linting: when cronstable loads the configuration, it flags valid expressions that probably don't mean what they say. Examples include an expression with no future occurrence, a schedule that sets both day of month and day of week, `*/n` steps that don't divide evenly, and wall-clock times that daylight saving time skips or repeats. Findings appear on `/jobs` and `/status`, and `GET /schedule/preview` checks any expression before it becomes a job ([Schedule Linting](https://github.com/ptweezy/cronstable/wiki/Schedule-Linting)). * Schedule pressure: `GET /schedule/pressure` groups the next 24 hours of scheduled runs into a collision heatmap, which both dashboards display ([Schedule Pressure](https://github.com/ptweezy/cronstable/wiki/Schedule-Pressure)). * Duplicate detection: `GET /schedule/duplicates` groups jobs whose schedules run at exactly the same times, even when the expressions are written differently ([Duplicate Schedule Detection](https://github.com/ptweezy/cronstable/wiki/Duplicate-Schedule-Detection)). * Suggest a slot: `GET /schedule/suggest` recommends the least busy time for a new job, based on the fleet's actual runs ([Suggest a Slot](https://github.com/ptweezy/cronstable/wiki/Suggest-a-Slot)). ## Job behavior ### Failure detection and retries By default, a run fails when the process exits with a nonzero status, or when it writes to stderr, which cronstable captures unless the job sets `captureStderr: false`. To change what counts as a failure, set the Boolean fields of the job's `failsWhen` option: | Field | Default | When `true` | | --- | --- | --- | | `nonzeroReturn` | `true` | A nonzero exit status fails the run. | | `producesStderr` | `true` | Output on a captured stderr fails the run. | | `producesStdout` | `false` | Output on a captured stdout fails the run. | | `always` | `false` | Every run fails, whatever its exit status or output. | A `retry` block inside `onFailure` retries a failed run with exponential backoff. The `onPermanentFailure` hook runs only after the last retry fails: ```yaml jobs: - name: test-01 command: | echo "hello" 1>&2 exit 10 schedule: minute: "*/10" captureStderr: true onFailure: retry: maximumRetries: 10 initialDelay: 1 maximumDelay: 30 backoffMultiplier: 2 onPermanentFailure: report: mail: from: cron@example.com to: ops@example.com smtpHost: 127.0.0.1 ``` The first retry waits `initialDelay` seconds, and each later wait is multiplied by `backoffMultiplier`, up to `maximumDelay`. To retry forever, set `maximumRetries: -1`, for example to restart a long-running `@reboot` process whenever it fails. Pending retries stay in memory unless you configure a `state:` section, which lets them resume after a restart. To check a job's output before recording success, see [result verification](https://github.com/ptweezy/cronstable/wiki/Result-Verification). For details, see [failure detection and retries](https://github.com/ptweezy/cronstable/wiki/Failure-Detection-and-Retries) in the wiki. ### Late-run detection (SLA monitoring) Failure hooks only see runs that happened. To detect runs that are late, missing, or taking too long, add an `sla:` block. Each job can set up to three independent thresholds, and an in-process monitor checks them once per minute. When a threshold is breached, the `onLate` hook runs once. It takes the same `report` block as `onFailure`: ```yaml jobs: - name: nightly-etl command: python -m etl.run schedule: "0 4 * * *" sla: maxTimeSinceSuccessSeconds: 129600 # no success for 36 hours lateAfterSeconds: 900 # a due run hasn't started within 15 minutes maxRuntimeSeconds: 7200 # a run is still going after 2 hours onLate: report: webhook: url: fromEnvVar: SLACK_WEBHOOK_URL ``` Each breach produces one report, not one per minute. When the check clears, cronstable logs a recovery line and sends no report. `maxRuntimeSeconds` only observes a run and never stops it; to enforce a limit, use [`executionTimeout`](#execution-timeout). The monitor skips paused and disabled jobs. Under leader election, only the node that owns the job checks it, so each breach sends a single alert. Breaches appear as an **OVERDUE** badge in both dashboards, as an `sla` object on `GET /jobs`, and as the `cronstable_job_late{job_name, check}` and `cronstable_job_sla_breaches_total{job_name, check}` metrics. The monitor runs inside the daemon, so it can't report that the daemon itself has stopped; pair it with an external Prometheus staleness alert. For details, see [late-run detection](https://github.com/ptweezy/cronstable/wiki/Late-Run-Detection) in the wiki. ### Concurrency If a job is still running when its next run is due, `concurrencyPolicy` decides what happens: * `Allow` (default): starts the new run alongside the running one. * `Forbid`: skips the new run. * `Replace`: cancels the running job and starts the new run in its place. The policy applies on each node. On a cluster that shares a `state:` store, set `concurrencyScope: cluster` to apply `Forbid` and `Replace` across nodes. To limit how many runs of several jobs can happen at once, use a [resource pool](https://github.com/ptweezy/cronstable/wiki/Resource-Pools). For details, see [concurrency and timeouts](https://github.com/ptweezy/cronstable/wiki/Concurrency-and-Timeouts). ### Execution timeout To stop a job after a set number of seconds, set `executionTimeout`. When cronstable stops a job, it first asks the job to exit, waits up to `killTimeout` seconds (30 by default), and then forces it to stop. On POSIX systems, the request is `SIGTERM` to the job's process group, followed by `SIGKILL`. On Windows, it's `CTRL_BREAK_EVENT`, followed by ending the job's process tree. The same steps apply when `concurrencyPolicy: Replace` or a cancel request stops a job. The following job would take 10 seconds to finish. After one second, cronstable sends `SIGTERM` to its process group. The shell and its `sleep` child both ignore the signal, so cronstable sends `SIGKILL` half a second later: ```yaml jobs: - name: test-03 command: | trap '' TERM echo "starting..." sleep 10 echo "all done." schedule: minute: "*" captureStderr: true executionTimeout: 1 # in seconds killTimeout: 0.5 ``` ### Run as another user or group The `user` field sets the user (UID or username) that a job's process runs as, and the `group` field sets the group (GID or group name). If you set only `user`, the group defaults to that user's primary group. For example: ```yaml jobs: - name: test-03 command: id schedule: minute: "*" captureStderr: true user: www-data ``` To switch users, cronstable must run as root. This feature relies on `setuid` and `setgid`, so it's available only on POSIX systems. On Windows, cronstable rejects a job that sets `user` or `group` with a configuration error. ### Working directory By default, a job starts in cronstable's own working directory. To start it in a different directory, set `workingDirectory`. This matters most on Windows, where an elevated console starts the daemon in the system directory, so relative paths in a script resolve to the wrong place. It's the equivalent of the **Start in** box on a Task Scheduler action. ```yaml jobs: - name: nightly-import command: import.bat schedule: minute: "0" hour: "2" workingDirectory: C:\jobs\importer ``` cronstable expands `~` and `${VAR}` in the path and makes it absolute when it loads the configuration. The operating system checks that the directory exists when the job starts, so a missing directory fails only that run instead of rejecting the whole configuration. You can also set `workingDirectory` in a `defaults:` block and on a DAG task. For details, see [commands and environment](https://github.com/ptweezy/cronstable/wiki/Commands-and-Environment#workingdirectory). ### Process priority The `priority` option sets a job's CPU scheduling priority relative to the other processes on the machine: `idle`, `below-normal`, `normal` (the default), `above-normal`, or `high`. ```yaml jobs: - name: nightly-reindex command: reindex.sh schedule: minute: "0" hour: "3" priority: idle ``` On POSIX systems, cronstable renices the job's process group right after it starts the job: `idle` is nice 19, and `high` is nice -10. Raising the priority requires privileges; if the change is denied, the job runs at its inherited priority. On Windows, the level becomes the process's priority class. Child processes inherit a lowered priority on both platforms, but on Windows, the children of an `above-normal` or `high` job start at normal priority. The default, `normal`, leaves the inherited priority unchanged. For details, see [commands and environment](https://github.com/ptweezy/cronstable/wiki/Commands-and-Environment#priority). ### Resource monitoring To find out which jobs use the most CPU and memory, turn on per-job resource accounting. Set `monitorResources: true` on a job, as in the following example, or under `defaults:` to cover every job: ```yaml jobs: - name: nightly-model-refresh command: python -m models.refresh schedule: "0 4 * * *" monitorResources: true ``` While the job runs, cronstable uses [psutil](https://github.com/giampaolo/psutil) to sample its whole process tree, including child processes. When the run ends, cronstable records its total CPU time and peak resident memory. The dashboard shows the numbers live on the job's row, per run in the **History** tab, and as charts in the **Resources** tab. They also appear in `GET /jobs/{name}/runs`, in Prometheus metrics such as `cronstable_job_cpu_seconds_total`, and in report templates, so a failure alert can show how large the run was. With a [state store](https://github.com/ptweezy/cronstable/wiki/Durable-State), they survive restarts. Resource monitoring only observes: it never changes whether a run succeeds or fails. To cap a job's CPU, memory, or process count, see [resource limits](#resource-limits). Monitoring is off by default and adds no overhead when it's off. Because the numbers are sampled, figures for short runs are approximate. To tune the sampling interval and chart history, or to monitor DAG tasks and whole nodes, see [resource monitoring](https://github.com/ptweezy/cronstable/wiki/Resource-Monitoring). ### Resource limits To bound what each run of a job can use, set `resourceLimits` on the job, as in the following example, or under `defaults:` to cap every job: ```yaml jobs: - name: nightly-model-refresh command: python -m models.refresh schedule: "0 4 * * *" resourceLimits: cpu: 1.5 # CPUs, like docker run --cpus memory: 512M # powers of 1024 processes: 64 ``` The kernel enforces the caps across the run's whole process tree. A run at its CPU cap runs more slowly, and a run at its process cap cannot start more processes. A run that goes over its memory cap is killed with every process it started and fails with `memory limit exceeded (512 MiB)`. The dashboards, the run history, and Prometheus metrics show each job's caps and whether its runs hit them. On Linux, each capped run gets its own cgroup (cgroup v2), which needs a cgroup delegated to cronstable. The packaged systemd unit sets `Delegate=memory pids` and `OOMPolicy=continue`, so memory and process caps work with no setup, and CPU caps need `Delegate=yes` in a drop-in. In a container, cronstable needs root and a writable cgroupfs, in the container's own cgroup namespace or in a container cgroup that the runtime delegated; the published images run as a non-root user, so capped jobs run uncapped there. On Windows, each capped run gets its own Job Object, with no setup. macOS, the BSDs, and illumos cannot enforce caps. Where the host cannot enforce a cap, the run goes ahead without it, the daemon logs a warning, and the run record says so. With `required: true`, the run fails instead. For details, see [resource limits](https://github.com/ptweezy/cronstable/wiki/Resource-Limits). ## Reporting and metrics ### Reporting cronstable has six built-in reporters: `sentry`, `mail`, `shell`, `webhook` (Slack-compatible with no extra configuration), `push` (see [push notifications](#push-notifications)), and `eventlog` (see [Windows Event Log](#windows-event-log)). Each reporter can run on the `onFailure`, `onPermanentFailure`, `onSuccess`, and `onLate` hooks. The mail `subject` and `body` and the Sentry `body` are Jinja2 templates that can use the run's outcome and captured output. Secrets such as DSNs, passwords, and webhook URLs can come from `value`, `fromFile`, or `fromEnvVar`: ```yaml jobs: - name: test-01 command: | echo "hello" 1>&2 exit 10 schedule: minute: "*/2" captureStderr: true onFailure: report: sentry: dsn: fromEnvVar: SENTRY_DSN mail: from: cron@example.com to: ops@example.com smtpHost: 127.0.0.1 subject: Cron job '{{name}}' failed body: | {{stderr}} (exit code: {{exit_code}}) shell: shell: /bin/bash command: echo "Error code $CRONSTABLE_RETCODE" webhook: url: fromEnvVar: SLACK_WEBHOOK_URL ``` A report includes the output streams that the job captures. `captureStderr` is on by default, and `captureStdout` is off. For the capture options, including the `streamPrefix` line prefix, see [output capturing](https://github.com/ptweezy/cronstable/wiki/Output-Capturing). For every reporter's options, including HTML mail, Sentry fingerprints, webhook examples for other services, the template variables, and the shell reporter's `CRONSTABLE_*` environment variables, see [reporting](https://github.com/ptweezy/cronstable/wiki/Reporting) in the wiki. ### Push notifications The `push` reporter sends end-to-end encrypted alerts to devices paired with the [iOS app](#ios-app). Before an alert leaves your server, the daemon seals it to the device's public key. Where the platform supports it, the seal uses X-Wing, a post-quantum hybrid of ML-KEM-768 and X25519; elsewhere it uses an X25519 sealed box. The hosted relay forwards each alert to the Apple Push Notification service (APNs) and sees only ciphertext and routing metadata. It never sees job names, hostnames, or log lines. The reporter needs three things: the `push` extra (`pip install "cronstable[push]"`), a daemon-wide `push:` section, and `push` enabled on a reporting hook. If a configuration enables push without the extra or the `push:` section, cronstable refuses to start instead of dropping alerts: ```yaml push: relay: url: https://relay.cronstable.com/ devicesFile: /var/lib/cronstable/devices.json defaults: onFailure: report: push: enabled: true ``` If you configure a `state:` section, you can omit `devicesFile`. The durable store then keeps the pairings, and every node that shares it sees them. To pair a device, follow the steps in [iOS app](#ios-app). For the report options, pairing through the API, revocation, size limits, and the relay trust model, see [push notifications](https://github.com/ptweezy/cronstable/wiki/Push-Notifications) in the wiki. ### Windows Event Log On Windows, the `eventlog` reporter writes each outcome to the Application event log, which Event Viewer, Windows Event Forwarding, SCOM, and SIEM connectors read. It requires no optional dependencies. Each record has a stable event ID and a fixed set of insertion strings for rules to match: ```yaml defaults: onFailure: report: eventlog: enabled: true ``` ```powershell Get-WinEvent -FilterHashtable @{ LogName = 'Application'; ProviderName = 'cronstable'; ID = 1001, 1002 } ``` Jobs use event IDs 1000 (succeeded), 1001 (failed), 1002 (failed permanently), and 1003 (overdue). Daemon and orchestration events use 1010 and 1011. cronstable writes as an unregistered event source, so Event Viewer adds a generic "description cannot be found" note to the rendered text. The XML view, `Get-WinEvent`, forwarding, and SIEM connectors read every field normally. On other platforms, the reporter does nothing, and cronstable says so once when it loads the configuration. For the field tables and how to register the source, see [Windows Event Log](https://github.com/ptweezy/cronstable/wiki/Windows-Event-Log) in the wiki. ### Metrics When the [HTTP API](#http-api) is enabled, `GET /metrics` serves built-in Prometheus metrics, so you don't need an exporter sidecar. They cover job run outcomes, duration histograms, retries, next-run times, configuration reload health, and cluster and leader election state, in both the Prometheus text format and OpenMetrics. For the full metric reference, scrape configuration, and example alert rules, see [metrics with Prometheus](https://github.com/ptweezy/cronstable/wiki/Metrics-with-Prometheus). The daemon can also push per-job metrics to [statsd](https://github.com/statsd/statsd): ```yaml jobs: - name: test01 command: echo "hello" schedule: "* * * * *" statsd: host: my-statsd.example.com port: 8125 prefix: my.cron.jobs.prefix.test01 ``` With this configuration, cronstable sends the following metrics over UDP to the statsd server at `my-statsd.example.com:8125`: ```text my.cron.jobs.prefix.test01.start:1|g # sent when the job starts my.cron.jobs.prefix.test01.stop:1|g # the rest are sent when the job stops my.cron.jobs.prefix.test01.success:1|g my.cron.jobs.prefix.test01.duration:3|ms ``` For details, see [metrics with statsd](https://github.com/ptweezy/cronstable/wiki/Metrics-with-Statsd). ### Status badges The [HTTP API](#http-api) serves a live SVG badge for each job, and one for the whole job set, in the style of the build badges on many README files: ![nightly-backup: passing](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/badge-passing.svg) ![cronstable: 12 passing](https://raw.githubusercontent.com/ptweezy/cronstable/main/docs/img/badge-fleet.svg) Embed a badge with Markdown that links it to the job in the dashboard: ```markdown [![nightly-backup](https://cron.example.com/jobs/nightly-backup/badge.svg)](https://cron.example.com/#job/nightly-backup) ``` A job's badge shows a verdict such as `passing`, `failing`, `overdue`, or `paused`, and the fleet badge at `/badge.svg` counts the jobs in the most urgent state, such as `2 failing`. The command palettes of the web and terminal dashboards copy this Markdown. When authentication is enabled, badge requests require a token, which GitHub's image proxy can't send. Browsers also block pages on other origins from embedding the badge. Set `web.badges.public: true` to allow unauthenticated, cross-origin requests to the two badge routes. For every verdict, the query parameters, and caching, see [status badges](https://github.com/ptweezy/cronstable/wiki/Status-Badges) in the wiki. ## HTTP API To control cronstable remotely, add a `web` section with one or more listeners: ```yaml web: listen: - http://127.0.0.1:8080 - unix:///tmp/cronstable.sock ``` Every listen address needs a scheme: `http://`, `https://` (see [TLS and client certificates](#tls-and-client-certificates)), or `unix://`, which Windows doesn't support. The same listeners serve the [web dashboard](#web-dashboard); to serve only the API, set `web.ui: false`. The API covers these areas: * The daemon: version, status, summary, metrics, and job-set ID * Jobs: start, cancel, pause and resume, run history, live log tails over server-sent events (SSE), and resources * Schedules: preview, pressure, duplicates, suggest, and why * DAGs * The durable state store * Push device pairing * The cluster and fleet views * An iCal feed of upcoming runs * SVG status badges for a README or wiki For example, the following HTTPie command pauses a job for a two-hour maintenance window: ```shell $ http post http://127.0.0.1:8080/jobs/test-02/pause durationSeconds:=7200 note="db migration" HTTP/1.1 200 OK {"paused": {"since": "2026-07-19T14:00:00+00:00", "until": "2026-07-19T16:00:00+00:00", "note": "db migration", "by": "api", "channel": "api"}} ``` The [HTTP API](https://github.com/ptweezy/cronstable/wiki/HTTP-API) reference in the wiki documents every endpoint, with its request and response shapes. The repository also includes a machine-readable [OpenAPI specification](https://github.com/ptweezy/cronstable/blob/main/docs/openapi.yaml). ### Authentication By default, the API is unauthenticated: anyone who can reach a listener can call every endpoint except `POST /shutdown`, which always requires a token. A loopback address keeps other machines out, but every local account on the host can still reach it. To require a bearer token, set `web.authToken`: ```yaml web: listen: - http://0.0.0.0:8080 authToken: fromEnvVar: CRONSTABLE_WEB_TOKEN ``` Clients send the token in an `Authorization: Bearer ` header. The dashboard page loads without a token, then prompts for one and keeps it only in that browser tab. `cronstable tui`, `cronstable mcp`, and `cronstable pair` read it from the `CRONSTABLE_WEB_TOKEN` environment variable. For narrower credentials, such as a view-only token for a wallboard, add [scoped tokens](https://github.com/ptweezy/cronstable/wiki/HTTP-API#scoped-tokens-webauthtokens). To turn the dashboard into a public read-only board, add `view` to `web.anonymousScopes` alongside the tokens: ```yaml web: listen: - http://0.0.0.0:8080 authToken: fromEnvVar: CRONSTABLE_WEB_TOKEN anonymousScopes: - view ``` Requests without credentials then get the `view` scope, the dashboard skips the token prompt and shows a view-only interface, and every route that changes state still requires a token. For details, see [public read-only access](https://github.com/ptweezy/cronstable/wiki/HTTP-API#public-read-only-access-webanonymousscopes). ### TLS and client certificates The `web.listen` option also accepts `https://` addresses, which use the certificate and key from a `web.tls` block. Each listener keeps its own transport, so one daemon can serve the same API and dashboard in plaintext on loopback and over TLS on a routable interface. `unix://` listeners are always plaintext; the socket's own permissions (`socketMode`) control access. ```yaml web: listen: - http://127.0.0.1:8080 # loopback, plaintext - https://0.0.0.0:8443 # served with the material below tls: cert: /etc/cronstable/web.pem key: /etc/cronstable/web.key clientCa: /etc/cronstable/callers-ca.pem # optional: require client certificates ``` To require mutual TLS, which authenticates clients as well as encrypting connections, set `clientCa`. Web certificates rotate in place without a daemon restart. The `cronstable tui`, `cronstable mcp`, and `cronstable pair` clients take matching `--cacert`, `--client-cert`, `--client-key`, and `--insecure` flags. The listeners, the cluster, the job CLI, and these clients verify certificates in OpenSSL's strict X.509 mode on every Python version. With OpenSSL 3.0 or later, a CA certificate needs critical `basicConstraints`, a key usage with `keyCertSign`, and a Subject Key Identifier. Certificates issued by a CA need an Authority Key Identifier. Failed handshakes log the rejection reason. For how to issue the certificates, the mTLS trust model and how it combines with `web.authToken`, and how rotation works, see [listener TLS](https://github.com/ptweezy/cronstable/wiki/Listener-TLS) in the wiki. ## Replicas ### Job-set ID The job-set ID is a fingerprint of the set of jobs that a cronstable instance runs. Two instances have the same ID exactly when they run the same set of jobs, so replicas deployed from one configuration can compare IDs to confirm that none has drifted. cronstable computes the ID from each job's effective configuration, after merging defaults. The ID doesn't depend on job order, on whether a setting is written inline or in a `defaults` block, or on whether a schedule is written as an object or as the equivalent crontab string. It covers every field that affects behavior, such as `command`, `schedule`, `shell`, retry and reporting policy, `timezone`, and `enabled`. It never includes secret values or `environment` values (only variable names), so it's safe to log and serve. It also leaves out per-host values such as `workingDirectory`. Because it reflects platform-dependent defaults, such as the default `shell`, compare only instances that run on the same platform. You can get the ID in three ways: * The CLI prints the ID and exits, which is useful in scripts and health checks: ```shell $ cronstable -c /etc/cronstable.d --job-set-id v1:b834d7565aee0da50cd017f666651a5ba3b2e6b161daf0cb6e430f23f51ce90b ``` * `GET /job-set-id` on the [HTTP API](#http-api) returns it, as JSON if you send `Accept: application/json`. The dashboard header shows it too. * cronstable logs the ID at startup, and again whenever a configuration reload changes it. For everything the fingerprint covers and why, see [job-set ID](https://github.com/ptweezy/cronstable/wiki/Job-Set-ID) in the wiki. ### Clustering and leader election By default, cronstable runs as a single instance, and every replica runs every job. An optional `cluster` section lets several replicas coordinate. With the default `gossip` backend, each node serves a small `GET /peer` endpoint over mutual TLS and polls its configured peers. The nodes compare [job-set IDs](#job-set-id) to confirm that they run the same set of jobs, which is called cluster peer attestation. With `electLeader: true`, the nodes also use that attestation to elect a leader, which requires a quorum: ```yaml cluster: listen: "0.0.0.0:8443" # the mTLS listener for this node tls: ca: /etc/cronstable/cluster-ca.pem # trust anchor for peer certificates cert: /etc/cronstable/this-node.pem # this node's certificate key: /etc/cronstable/this-node.key peers: - host: cronstable-b.internal:8443 - host: cronstable-c.internal:8443 nodeName: cronstable-a # optional; defaults to the system hostname electLeader: true # observe-only if false (the default) ``` Each node independently elects the member with the lowest `nodeName` among the peers that agree on the job-set ID, provided those peers form a quorum (a strict majority) of the cluster. Because peer views can differ or become stale, multiple nodes can consider themselves leader, so the `gossip` election is best effort: it can duplicate or skip runs during failures or changes in cluster membership. To coordinate leadership through a shared lease, set `cluster.backend` to `kubernetes` (a `coordination.k8s.io/v1` Lease), `etcd` (a lease-bound key), or `filesystem` (a shared mount with locks across hosts and bounded clock skew, as in [tutorial 4](#tutorial-4-coordinate-two-replicas)). These backends fence leadership while the coordination store is reachable. Jobs can still miss runs, and the lease doesn't make their side effects exactly-once. Each job's `clusterPolicy` (`Leader`, `PreferLeader`, or `EveryNode`) sets its behavior when leadership can't be confirmed, as tutorial 4 describes. The `GET /cluster` endpoint returns the current view: members, the elected leader, quorum, and any conflicts, and the dashboard shows the same view in a panel. For the trust model, quorum math, sizing guidance, `distribution: spread` load balancing, and the lease backends, see the [clustering and leader election](https://github.com/ptweezy/cronstable/wiki/Clustering-and-Leader-Election) guide in the wiki. To watch an election live, try a cluster from the [example gallery](#example-gallery). ## Production container deployment In its default stateless configuration, the cronstable container needs no writable filesystem paths. The daemon reads its configuration and secrets and writes its output to stdout and stderr. It can run as a non-root user with the `RuntimeDefault` seccomp profile, a read-only root filesystem, all Linux capabilities dropped, and configuration and secret volumes mounted with an `fsGroup`. Mount writable storage for the optional features you enable: * Durable state needs a writable directory at `state.path` for history, retries, workflows, and any archived output. * Filesystem clustering needs a writable shared directory at `cluster.filesystem.path` that supports locks across hosts. * Push device pairing needs a writable directory containing `push.devicesFile`, or a writable state store when `devicesFile` is omitted. * A `unix://` web listener needs a writable directory for its socket. * The standalone binary needs a writable, executable temporary directory (see [install a standalone binary](#install-a-standalone-binary)). The container images and pip installations don't need one. Job commands and custom file logging can also need writable paths or additional permissions. Per-job [user and group switching](#run-as-another-user-or-group) requires root. The published images (`ghcr.io/ptweezy/cronstable` and `docker.io/ptweezy/cronstable`) run as non-root, with `cronstable` as the entrypoint and `-c /etc/cronstable.d` as the default command. Mount your configuration read-only, and provide writable mounts for the features and jobs that need them. For deployment examples, including a Kubernetes `Deployment` with a restricted security context, baking configuration into your own image, and health checks, see [production deployment](https://github.com/ptweezy/cronstable/wiki/Production-Deployment) in the wiki. ## Windows cronstable runs natively on Windows (x64, ARM64, and 32-bit x86). Install it with [WinGet](#install-using-homebrew-or-winget), with pip, or from the [Windows builds](#install-a-standalone-binary) on the releases page, which don't need Python. Scheduling, reporting, retries, the HTTP API, and the dashboards work the same as on POSIX systems. These details differ: * Default configuration location: without `-c`, cronstable uses the machine-wide `%ProgramData%\cronstable` directory when it contains configuration, and otherwise the per-user `%APPDATA%\cronstable` directory. `cronstable init` writes a commented starter configuration to whichever applies. * Default shell: a string `command` without a `shell` runs through the native command processor (`%ComSpec%`, which is `cmd.exe`). You can also set `shell: cmd` or `shell: powershell`, or pass `command` as a list to bypass the shell: ```yaml jobs: - name: powershell-job command: - powershell - -Command - Get-Date schedule: "*/5 * * * *" captureStdout: true ``` * Graceful shutdown: press `Ctrl-C` to stop cronstable after the running jobs finish, the same as `SIGTERM` on POSIX. Each job runs in its own console process group, so the keystroke never reaches the jobs themselves. Closing the console window or shutting down the machine also lets running jobs finish, within the few seconds that Windows allows. Signing out doesn't stop the daemon. To stop a daemon that has no console, call the authenticated `POST /shutdown` route. * Unsupported options: Windows has no `setuid` or `setgid` equivalent, so cronstable rejects per-job `user` and `group` settings with a configuration error. It also skips `unix://` web listeners with a warning; use an `http://` listener instead. For everything else that differs, see [running on Windows](https://github.com/ptweezy/cronstable/wiki/Running-on-Windows) in the wiki. ### Windows service `cronstable service install -c C:\ProgramData\cronstable` registers the scheduler with the Service Control Manager (SCM). The service starts at boot, runs whether or not anyone is signed in, appears in `services.msc`, and uses the Windows recovery actions. When you stop the service, it lets running jobs finish first. `cronstable service reload` rereads the configuration immediately, like `SIGHUP` on POSIX. The single-file `.exe` can't host a service, because its bootloader runs the program in a child process that the SCM never sees; `service install` reports this. To run as a service, install with pip or pipx, or use the one-directory `.zip` or the MSI. To run the single-file `.exe` unattended, start it at boot from Task Scheduler instead (see the [Task Scheduler recipe](https://github.com/ptweezy/cronstable/wiki/Running-on-Windows#task-scheduler-for-the-one-file-executable)). For details, see [Windows Service](https://github.com/ptweezy/cronstable/wiki/Windows-Service). ### Import from Task Scheduler `cronstable import-taskscheduler tasks.xml -o jobs.yaml` converts exported Task Scheduler tasks into cronstable jobs. It maps time, calendar, and boot triggers; `Exec` actions; working directories; execution time limits; instance policy; and priority. It lists everything it can't convert, with the reason, instead of dropping it. On a whole-machine export, that list is long, because most tasks on a stock Windows installation are COM handlers or event-driven internals rather than schedules. Exporting a task leaves it registered, so disable or remove the original task after you migrate it, or it runs in both schedulers. For details, see [Importing from Task Scheduler](https://github.com/ptweezy/cronstable/wiki/Importing-Task-Scheduler). ## Documentation map Every feature has its own page in the [wiki](https://github.com/ptweezy/cronstable/wiki), and the wiki's sidebar is the full index. Good places to start are [Installation](https://github.com/ptweezy/cronstable/wiki/Installation), the [Configuration Reference](https://github.com/ptweezy/cronstable/wiki/Configuration-Reference), the [Command-Line Reference](https://github.com/ptweezy/cronstable/wiki/CLI-Reference), the [Web Dashboard tour](https://github.com/ptweezy/cronstable/wiki/Web-Dashboard), and [Troubleshooting](https://github.com/ptweezy/cronstable/wiki/Troubleshooting). ## Contributing and license Bug reports, feature ideas, and pull requests are welcome, including ones written with AI help. For the development setup, the Developer Certificate of Origin (DCO) sign-off, and how to open a pull request, see [CONTRIBUTING.md](https://github.com/ptweezy/cronstable/blob/main/CONTRIBUTING.md). For how releases work, see [Release Pipeline](https://github.com/ptweezy/cronstable/wiki/Release-Pipeline). The [performance benchmarks](https://github.com/ptweezy/cronstable/wiki/Performance-Benchmarks) compare speed and memory use against the latest release on every commit to catch regressions before release. cronstable's development relies on AI agents. The maintainer reviews every change before it merges, and each change must pass the test suite and its coverage floor. The project judges each contribution by the work itself, whatever tools produced it (see [AI use](https://github.com/ptweezy/cronstable/blob/main/CONTRIBUTING.md#ai-use)). Report security vulnerabilities privately, not in a public issue. [SECURITY.md](https://github.com/ptweezy/cronstable/blob/main/SECURITY.md) describes the disclosure process, what's in scope (including the hosted relay and the public demo), and what to expect. cronstable is [MIT-licensed](https://github.com/ptweezy/cronstable/blob/main/LICENSE); for how the repository's licensing is organized, see [LICENSING.md](https://github.com/ptweezy/cronstable/blob/main/LICENSING.md). The MIT License covers the code, not the brand: cronstable™ and the cronstable logo are trademarks of Parker Loflin (see [TRADEMARKS.md](https://github.com/ptweezy/cronstable/blob/main/TRADEMARKS.md)). The rendered logo artwork is also excluded from the MIT grant, but the code that draws it is MIT-licensed (see [brand assets](https://github.com/ptweezy/cronstable/blob/main/LICENSING.md#brand-assets)). cronstable is a fork of [yacron](https://github.com/gjcarneiro/yacron) by Gustavo Carneiro, and it continues development from yacron version 0.19.