Comparison
auto-sklearn vs ailab
Verdict
Pick auto-sklearn when auto-sklearn is primarily Python; ailab is C#; pick ailab when ailab is primarily C#; auto-sklearn is Python.
Markdown twin · auto-sklearn alternatives · ailab alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | auto-sklearn | ailab |
|---|---|---|
| Maintenance | Active (12d since push) As of today · github_public_v1 | Dormant (744d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | 22 low (22 low) As of today · osv@v1 | No lockfile As of today · none |
Tagline
- auto-sklearn
- Automated Machine Learning with scikit-learn
- ailab
- Experience, Learn and Code the latest breakthrough innovations with Microsoft AI
Stars
- auto-sklearn
- 8.1k
- ailab
- 7.8k
Forks
- auto-sklearn
- 1.3k
- ailab
- 1.4k
Open issues
- auto-sklearn
- 210
- ailab
- 84
Language
- auto-sklearn
- Python
- ailab
- C#
Adopt for
- auto-sklearn
- -
- ailab
- -
Persona
- auto-sklearn
- -
- ailab
- -
Runtime
- auto-sklearn
- -
- ailab
- -
License
- auto-sklearn
- BSD-3-Clause
- ailab
- MIT
Last pushed
- auto-sklearn
- Jun 29, 2026
- ailab
- Jun 26, 2024
Categories
- auto-sklearn
- Model Training, Developer Tools, Computer Vision
- ailab
- Computer Vision
Trust and health
Maintenance
- auto-sklearn
- Active (82%)
- ailab
- Dormant (18%)
Days since push
- auto-sklearn
- 12d
- ailab
- 744d
Open issues (now)
- auto-sklearn
- 210
- ailab
- 84
Security scan
- auto-sklearn
- 22 low (22 low)
- ailab
- No lockfile
Full report
- auto-sklearn
- Trust report
- ailab
- Trust report
Choose auto-sklearn if…
- auto-sklearn is primarily Python; ailab is C#.
- License: auto-sklearn is BSD-3-Clause, ailab 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 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.
Choose ailab if…
- ailab is primarily C#; auto-sklearn is Python.
- License: ailab is MIT, auto-sklearn is BSD-3-Clause.
- Tags unique to ailab: algorithms, csharp, ai, bot.
When NOT to use ailab
- Last GitHub push was 745 days ago (dormant maintenance, Jun 26, 2024). Validate activity before betting a new project on ailab.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (automl/auto-sklearn) · observed Jul 11, 2026
- GitHub forks (automl/auto-sklearn) · observed Jul 11, 2026
- Last push (automl/auto-sklearn) · observed Jun 29, 2026
- License file (BSD-3-Clause) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (microsoft/ailab) · observed Jul 11, 2026
- GitHub forks (microsoft/ailab) · observed Jul 11, 2026
- Last push (microsoft/ailab) · observed Jun 26, 2024
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: auto-sklearn 8.1k · ailab 7.8k (synced Jul 11, 2026).
Common questions
- What is the difference between auto-sklearn and ailab?
- auto-sklearn: Automated Machine Learning with scikit-learn. ailab: Experience, Learn and Code the latest breakthrough innovations with Microsoft AI. See the comparison table for live GitHub stats and shared categories.
- When should I choose auto-sklearn over ailab?
- Choose auto-sklearn over ailab when auto-sklearn is primarily Python; ailab is C#; License: auto-sklearn is BSD-3-Clause, ailab 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 ailab over auto-sklearn?
- Choose ailab over auto-sklearn when ailab is primarily C#; auto-sklearn is Python; License: ailab is MIT, auto-sklearn is BSD-3-Clause; Tags unique to ailab: algorithms, csharp, ai, bot.
- 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.
- When should I avoid ailab?
- Last GitHub push was 745 days ago (dormant maintenance, Jun 26, 2024). Validate activity before betting a new project on ailab.
- Is auto-sklearn or ailab more popular on GitHub?
- auto-sklearn has more GitHub stars (8,119 vs 7,846). Stars measure visibility, not whether either tool fits your constraints.
- Are auto-sklearn and ailab open source?
- Yes - both are open-source projects on GitHub (auto-sklearn: BSD-3-Clause, ailab: MIT).
- Where can I find alternatives to auto-sklearn or ailab?
- GraphCanon lists graph-backed alternatives at auto-sklearn alternatives and ailab alternatives (auto-sklearn markdown twin, ailab markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, auto-sklearn or ailab?
- auto-sklearn: Active. ailab: Dormant. 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 ailab?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: auto-sklearn trust report; ailab trust report.