--- title: "auto-sklearn vs habitat-sim" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/automl-auto-sklearn-vs-facebookresearch-habitat-sim" tools: ["automl-auto-sklearn", "facebookresearch-habitat-sim"] --- # auto-sklearn vs habitat-sim *GraphCanon updated Jul 11, 2026* ## Verdict Pick auto-sklearn when auto-sklearn is primarily Python; habitat-sim is C++; pick habitat-sim when habitat-sim is primarily C++; auto-sklearn is Python. [auto-sklearn](https://automl.github.io/auto-sklearn) reports 8.1k GitHub stars, 1.3k forks, and 210 open issues, last pushed Jun 29, 2026. [habitat-sim](https://aihabitat.org/) has 3.7k stars, 538 forks, and 269 open issues, last pushed May 7, 2026. Figures are from public GitHub metadata via [auto-sklearn's repository](https://github.com/automl/auto-sklearn) and [habitat-sim's repository](https://github.com/facebookresearch/habitat-sim). | | [auto-sklearn](/tools/automl-auto-sklearn.md) | [habitat-sim](/tools/facebookresearch-habitat-sim.md) | | --- | --- | --- | | Tagline | Automated Machine Learning with scikit-learn | A flexible, high-performance 3D simulator for Embodied AI research. | | Stars | 8,119 | 3,742 | | Forks | 1,326 | 538 | | Open issues | 210 | 269 | | Language | Python | C++ | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | BSD-3-Clause | MIT | | Categories | Model Training, Computer Vision, Developer Tools | Computer Vision | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [auto-sklearn](/tools/automl-auto-sklearn.md) | [habitat-sim](/tools/facebookresearch-habitat-sim.md) | | --- | --- | --- | | Maintenance | Active (82%) | Steady (60%) | | Days since push | 12d | 64d | | Open issues (now) | 210 | 269 | | Security scan | 22 low (22 low) | 6 low (6 low) | | Full report | [trust report](/tools/automl-auto-sklearn/trust.md) | [trust report](/tools/facebookresearch-habitat-sim/trust.md) | ## Shared compatibility - **Python**: [auto-sklearn](/tools/automl-auto-sklearn.md) - Python runtime; [habitat-sim](/tools/facebookresearch-habitat-sim.md) - Python runtime ## Choose when ### Choose auto-sklearn if… - auto-sklearn is primarily Python; habitat-sim is C++. - License: auto-sklearn is BSD-3-Clause, habitat-sim is MIT. - Tags unique to auto-sklearn: automl, meta-learning, hyperparameter-search, hyperparameter-tuning. - Also covers Model Training, Developer Tools. - auto-sklearn ships Docker support for self-hosted deployment. ### Choose habitat-sim if… - habitat-sim is primarily C++; auto-sklearn is Python. - License: habitat-sim is MIT, auto-sklearn is BSD-3-Clause. - Tags unique to habitat-sim: ai, sim2real, robotics, c++. ## When NOT to use auto-sklearn - Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## Common questions ### What is the difference between auto-sklearn and habitat-sim? auto-sklearn: Automated Machine Learning with scikit-learn. habitat-sim: A flexible, high-performance 3D simulator for Embodied AI research.. See the comparison table for live GitHub stats and shared categories. ### When should I choose auto-sklearn over habitat-sim? Choose auto-sklearn over habitat-sim when auto-sklearn is primarily Python; habitat-sim is C++; License: auto-sklearn is BSD-3-Clause, habitat-sim is MIT; Tags unique to auto-sklearn: automl, meta-learning, hyperparameter-search, hyperparameter-tuning; Also covers Model Training, Developer Tools; auto-sklearn ships Docker support for self-hosted deployment. ### When should I choose habitat-sim over auto-sklearn? Choose habitat-sim over auto-sklearn when habitat-sim is primarily C++; auto-sklearn is Python; License: habitat-sim is MIT, auto-sklearn is BSD-3-Clause; Tags unique to habitat-sim: ai, sim2real, robotics, c++. ### When should I avoid auto-sklearn? Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is auto-sklearn or habitat-sim more popular on GitHub? auto-sklearn has more GitHub stars (8,119 vs 3,742). Stars measure visibility, not whether either tool fits your constraints. ### Are auto-sklearn and habitat-sim open source? Yes - both are open-source projects on GitHub (auto-sklearn: BSD-3-Clause, habitat-sim: MIT). ### Where can I find alternatives to auto-sklearn or habitat-sim? GraphCanon lists graph-backed alternatives at [auto-sklearn alternatives](/tools/automl-auto-sklearn/alternatives) and [habitat-sim alternatives](/tools/facebookresearch-habitat-sim/alternatives) ([auto-sklearn markdown twin](/tools/automl-auto-sklearn/alternatives.md), [habitat-sim markdown twin](/tools/facebookresearch-habitat-sim/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/automl-auto-sklearn-vs-facebookresearch-habitat-sim.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, auto-sklearn or habitat-sim? auto-sklearn: Active. habitat-sim: Steady. 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 auto-sklearn and habitat-sim? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [auto-sklearn trust report](/tools/automl-auto-sklearn/trust); [habitat-sim trust report](/tools/facebookresearch-habitat-sim/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=automl-auto-sklearn`](/api/graphcanon/graph?tool=automl-auto-sklearn) - 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/_