Alternatives to Mage AI

2 editor-selected alternatives · Mage AI overview →

source: tools.alternatives · stored order · active records only; review scores are annotations and never change membership or order

A directional evidence panel appears only when the substitute rationale, trade-offs, sources, and verification date have been recorded. Older selections without that panel remain visible but are unclassified under the new evidence contract.

Dagster

84/100open sourcefreemiumexplicit relation

Dagster is an open-source data orchestration platform with 15K+ GitHub stars combining pipeline scheduling with software-defined assets, built-in data quality checks, and a modern developer experience. Defines data assets declaratively rather than imperatively. Features asset lineage visualization, partitioned processing, sensor-based triggers, comprehensive testing, and integrated observability. A modern alternative to Airflow for teams wanting asset-centric orchestration.

100% free open-source for self-hosting under Apache-2.0 ($0 software license for unlimited orchestration, Software-Defined Assets, and Dagit UI). Fully managed Dagster+ cloud platform offers Solo/Starter starting at $10/month base fee + usage-based credits ($0.015-$0.040/credit), Pro at $100/month base with Hybrid agent deployment, SAML 2.0 SSO, RBAC, and ephemeral branch deployments, and custom Enterprise plans with dedicated SLA.Review →

Prefect

open sourcefreemiumexplicit relation

Prefect is an open-source workflow orchestration framework with 18K+ GitHub stars providing a Python-native approach to building, scheduling, and monitoring data pipelines. Turns any Python function into a schedulable, observable workflow with decorators. Features automatic retries, caching, concurrency controls, event-driven triggers, and a modern dashboard. Easier to adopt than Airflow with less boilerplate. Prefect Cloud provides managed orchestration with team collaboration features.

Open-source Python data workflow orchestration platform (Apache-2.0) with free self-hosted Prefect Server. Prefect Cloud offers a Free tier ($0/mo) with 1 workspace, 20,000 flow runs/mo, and 7-day retention. Pro plan starts at $399/mo (billed annually) for multi-workspace collaboration, unlimited flow runs, custom work pools, RBAC, and 30-day history. Enterprise plan adds SAML SSO, audit logging, SOC 2/HIPAA compliance, and 99.9% uptime SLAs.

Open-source Mage AI alternatives

Dagster, Prefect — see all open-source developer tools.

Free Mage AI alternatives

Dagster, Prefect offer a free plan or free tier.

More DevOps & Deployment tools

same category, not editor-selected alternatives — see how Mage AI compares →

Grok BotGrok Bot is SpaceXAI's beta workspace for persistent AI teammates that use apps, websites, files, terminals, plugins, and MCP on a user-scoped cloud computer. Bots can learn routines, coordinate in parallel, and, when enabled by team policy, launch Cursor Cloud Agents that work on code in isolated environments and return pull requests and verification artifacts.CiliumCilium is a CNCF Graduated, Apache-2.0 project for Kubernetes networking, security, and observability using eBPF. It can replace kube-proxy, enforce identity-aware L3-L7 network policies, and add Hubble flow observability plus Tetragon runtime-security signals. Current source checks support GKE Dataplane V2 using Cilium/eBPF and Azure CNI Powered by Cilium for AKS.OrbStackOrbStack is a macOS application that replaces Docker Desktop with lightweight container and Linux VM management. Its docs emphasize fast starts, lower CPU and memory overhead, and native macOS integration with menu bar controls, file sharing, and network access to containers by name, with exact gains depending on workload. Supports Docker, Kubernetes, and full Linux VMs.RayRay is an open-source distributed computing framework built for scaling AI and Python applications from a laptop to thousands of GPUs. It provides libraries for distributed training, hyperparameter tuning, model serving, reinforcement learning, and data processing under a single unified API. Ray's public site highlights OpenAI and other enterprise users. Maintained by Anyscale with Apache-2.0 open-source licensing.ActAct is an open-source tool that runs GitHub Actions workflows locally using Docker containers that match GitHub's execution environment. It provides instant feedback on workflow changes without pushing to a repository, supports matrix builds, secret management, and artifact handling. Act can also replace Makefiles by using workflow files as task definitions, making it useful for both CI/CD development and local task automation across development teams.ClerkClerk is a complete authentication and user management platform for React, Next.js, and modern JavaScript frameworks. It provides pre-built UI for sign-in, sign-up, user profiles, organizations, MFA, passkeys, JWT sessions, webhooks, and billing. The Hobby plan supports up to 50,000 monthly retained users per app, with Pro, Business, and Enterprise tiers for growing teams.DockerIndustry-standard container platform for building, shipping, and running applications in isolated, reproducible environments. Package apps with all dependencies into portable containers using Dockerfiles and images. Docker Compose orchestrates multi-container applications. Docker Hub hosts millions of pre-built images. Docker Desktop provides GUI management on Mac/Windows. Essential for local development, CI/CD, and production deployments. The foundation of modern containerized infrastructure.ModalModal is a serverless compute platform that lets developers run AI workloads on GPUs with a Python-first SDK. Functions deploy with decorators, auto-scale from zero to thousands of containers, and bill per second. It supports LLM inference, fine-tuning, batch jobs, and sandboxes, with current GPU options including B200, H200, H100, A100, L40S, A10, L4, and T4. Modal’s 2026 Series C valued the company at $4.65B.PangolinIdentity-based remote access platform built on WireGuard that combines reverse proxy and VPN capabilities. Pangolin supports clientless browser access for web apps and client-based private-resource access across macOS, iOS, Windows, Linux, and Android, with zero-trust rules, peer-to-peer tunnels, automatic SSL, SSO/OIDC options, and cloud or self-hosted deployment.

FAQ

Which Mage AI alternative is listed first?

Dagster is first in the editor-selected list of 2 Mage AI alternatives and carries an editorial review score of 84/100. The stored order is editorial; review scores do not determine membership or position.

Are there open-source Mage AI alternatives?

Yes — Dagster, Prefect are open source.

Are there free Mage AI alternatives?

Yes — Dagster, Prefect offer a free plan or free tier.