--- title: "lux vs mage-ai" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/lux-org-lux-vs-mage-ai-mage-ai" tools: ["lux-org-lux", "mage-ai-mage-ai"] --- # lux vs mage-ai *GraphCanon updated Aug 11, 2026* ## Verdict Pick lux if automatically visualize pandas dataframes to reveal trends; pick mage-ai if mage OSS offers a self-hosted Python-centric notebook-style UI for creating production-grade data pipelines with modular code blocks. [lux](https://github.com/lux-org/lux) reports 5.4k GitHub stars, 379 forks, and 90 open issues, last pushed Mar 20, 2024. [mage-ai](https://www.mage.ai) has 8.8k stars, 982 forks, and 619 open issues, last pushed Aug 10, 2026. Figures are from public GitHub metadata via [lux's repository](https://github.com/lux-org/lux) and [mage-ai's repository](https://github.com/mage-ai/mage-ai). | | [lux](/tools/lux-org-lux.md) | [mage-ai](/tools/mage-ai-mage-ai.md) | | --- | --- | --- | | Tagline | Automatically visualize pandas dataframes. | Build, run and manage data pipelines for integrating and transforming data | | Stars | 5,375 | 8,790 | | Forks | 379 | 982 | | Open issues | 90 | 619 | | Language | Python | Python | | Adopt for | Automatically visualize pandas dataframes to reveal trends. | Mage OSS offers a self-hosted Python-centric notebook-style UI for creating production-grade data pipelines with modular code blocks. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | Data & Retrieval, Developer Tools | Data & Retrieval | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [lux](/tools/lux-org-lux.md) | [mage-ai](/tools/mage-ai-mage-ai.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 865d | 0d | | Open issues (now) | 90 | 619 | | Full report | [trust report](/tools/lux-org-lux/trust.md) | [trust report](/tools/mage-ai-mage-ai/trust.md) | ## Shared compatibility - **Python**: [lux](/tools/lux-org-lux.md) - Python runtime; [mage-ai](/tools/mage-ai-mage-ai.md) - Python runtime ## Decision facts: lux - **Adopt for:** Automatically visualize pandas dataframes to reveal trends. ## Decision facts: mage-ai - **Adopt for:** Mage OSS offers a self-hosted Python-centric notebook-style UI for creating production-grade data pipelines with modular code blocks. ## Choose when ### Choose lux if… - Tags unique to lux: data-science, exploratory-data-analysis, jupyter, pandas. - Also covers Developer Tools. - When you need quick insights from pandas dataframes without manual visualization setup. ### Choose mage-ai if… - Tags unique to mage-ai: artificial-intelligence, data-pipelines, machine-learning. - mage-ai ships Docker support for self-hosted deployment. - You need a local, self-hosted solution for building ETL tasks or orchestrating transformations. ## When NOT to use lux - Avoid if your workflow strictly avoids third-party extensions for Pandas. - Not suitable when detailed customization of visualizations is required, as Lux focuses on automated recommendations. ## When NOT to use mage-ai - You need a cloud-hosted service with pre-provisioned storage and compute resources. - Looking for real-time collaboration features beyond the notebook-style interface. - Need support for non-Python, SQL, R languages in pipeline creation. ## Common questions ### What is the difference between lux and mage-ai? lux: Automatically visualize pandas dataframes.. mage-ai: Build, run and manage data pipelines for integrating and transforming data. See the comparison table for live GitHub stats and shared categories. ### When should I choose lux over mage-ai? Choose lux over mage-ai when Tags unique to lux: data-science, exploratory-data-analysis, jupyter, pandas; Also covers Developer Tools; When you need quick insights from pandas dataframes without manual visualization setup. ### When should I choose mage-ai over lux? Choose mage-ai over lux when Tags unique to mage-ai: artificial-intelligence, data-pipelines, machine-learning; mage-ai ships Docker support for self-hosted deployment; You need a local, self-hosted solution for building ETL tasks or orchestrating transformations. ### When should I avoid lux? Avoid if your workflow strictly avoids third-party extensions for Pandas. Not suitable when detailed customization of visualizations is required, as Lux focuses on automated recommendations. ### When should I avoid mage-ai? You need a cloud-hosted service with pre-provisioned storage and compute resources. Looking for real-time collaboration features beyond the notebook-style interface. Need support for non-Python, SQL, R languages in pipeline creation. ### Is lux or mage-ai more popular on GitHub? mage-ai has more GitHub stars (8,790 vs 5,375). Stars measure visibility, not whether either tool fits your constraints. ### Are lux and mage-ai open source? Yes - both are open-source projects on GitHub (lux: Apache-2.0, mage-ai: Apache-2.0). ### Where can I find alternatives to lux or mage-ai? GraphCanon lists graph-backed alternatives at [lux alternatives](/tools/lux-org-lux/alternatives) and [mage-ai alternatives](/tools/mage-ai-mage-ai/alternatives) ([lux markdown twin](/tools/lux-org-lux/alternatives.md), [mage-ai markdown twin](/tools/mage-ai-mage-ai/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/lux-org-lux-vs-mage-ai-mage-ai.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, lux or mage-ai? lux: Dormant. mage-ai: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for lux and mage-ai? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [lux trust report](/tools/lux-org-lux/trust); [mage-ai trust report](/tools/mage-ai-mage-ai/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=lux-org-lux`](/api/graphcanon/graph?tool=lux-org-lux) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_