Comparison
auto-sklearn vs NanoBanana-PPT-Skills
Verdict
Pick auto-sklearn when tags unique to auto-sklearn: automl, meta-learning, hyperparameter-search, hyperparameter-tuning; pick NanoBanana-PPT-Skills when tags unique to NanoBanana-PPT-Skills: python.
Markdown twin · auto-sklearn alternatives · NanoBanana-PPT-Skills alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | auto-sklearn | NanoBanana-PPT-Skills |
|---|---|---|
| Maintenance | Active (12d since push) As of today · github_public_v1 | Slowing (173d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal 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
- NanoBanana-PPT-Skills
- NanoBanana PPT Skills 基于 AI 自动生成高质量 PPT 图片和视频的强大工具，支持智能转场和交互式播放
Stars
- auto-sklearn
- 8.1k
- NanoBanana-PPT-Skills
- 3.1k
Forks
- auto-sklearn
- 1.3k
- NanoBanana-PPT-Skills
- 338
Open issues
- auto-sklearn
- 210
- NanoBanana-PPT-Skills
- 6
Language
- auto-sklearn
- Python
- NanoBanana-PPT-Skills
- Python
Adopt for
- auto-sklearn
- -
- NanoBanana-PPT-Skills
- -
Persona
- auto-sklearn
- -
- NanoBanana-PPT-Skills
- -
Runtime
- auto-sklearn
- -
- NanoBanana-PPT-Skills
- -
License
- auto-sklearn
- BSD-3-Clause
- NanoBanana-PPT-Skills
- -
Last pushed
- auto-sklearn
- Jun 29, 2026
- NanoBanana-PPT-Skills
- Jan 19, 2026
Categories
- auto-sklearn
- Model Training, Computer Vision, Developer Tools
- NanoBanana-PPT-Skills
- Computer Vision
Trust and health
Maintenance
- auto-sklearn
- Active (82%)
- NanoBanana-PPT-Skills
- Slowing (36%)
Days since push
- auto-sklearn
- 12d
- NanoBanana-PPT-Skills
- 173d
Open issues (now)
- auto-sklearn
- 210
- NanoBanana-PPT-Skills
- 6
Owner type
- auto-sklearn
- Organization
- NanoBanana-PPT-Skills
- User
Security scan
- auto-sklearn
- 22 low (22 low)
- NanoBanana-PPT-Skills
- No lockfile
Full report
- auto-sklearn
- Trust report
- NanoBanana-PPT-Skills
- Trust report
Shared compatibility
- Python · auto-sklearn: Python runtime · NanoBanana-PPT-Skills: Python runtime
Choose auto-sklearn if…
- 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 NanoBanana-PPT-Skills if…
- Tags unique to NanoBanana-PPT-Skills: python.
- Leaner open-issue backlog (6).
When NOT to use NanoBanana-PPT-Skills
- Last GitHub push was 174 days ago (slowing maintenance, Jan 19, 2026). Validate activity before betting a new project on NanoBanana-PPT-Skills.
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 (op7418/NanoBanana-PPT-Skills) · observed Jul 12, 2026
- GitHub forks (op7418/NanoBanana-PPT-Skills) · observed Jul 12, 2026
- Last push (op7418/NanoBanana-PPT-Skills) · observed Jan 19, 2026
- License file (unknown) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 12, 2026
GitHub stars on cards: auto-sklearn 8.1k · NanoBanana-PPT-Skills 3.1k (synced Jul 11, 2026).
Common questions
- What is the difference between auto-sklearn and NanoBanana-PPT-Skills?
- auto-sklearn: Automated Machine Learning with scikit-learn. NanoBanana-PPT-Skills: NanoBanana PPT Skills 基于 AI 自动生成高质量 PPT 图片和视频的强大工具，支持智能转场和交互式播放. See the comparison table for live GitHub stats and shared categories.
- When should I choose auto-sklearn over NanoBanana-PPT-Skills?
- Choose auto-sklearn over NanoBanana-PPT-Skills when 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 NanoBanana-PPT-Skills over auto-sklearn?
- Choose NanoBanana-PPT-Skills over auto-sklearn when Tags unique to NanoBanana-PPT-Skills: python; Leaner open-issue backlog (6).
- 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 NanoBanana-PPT-Skills?
- Last GitHub push was 174 days ago (slowing maintenance, Jan 19, 2026). Validate activity before betting a new project on NanoBanana-PPT-Skills.
- Is auto-sklearn or NanoBanana-PPT-Skills more popular on GitHub?
- auto-sklearn has more GitHub stars (8,119 vs 3,105). Stars measure visibility, not whether either tool fits your constraints.
- Are auto-sklearn and NanoBanana-PPT-Skills open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to auto-sklearn or NanoBanana-PPT-Skills?
- GraphCanon lists graph-backed alternatives at auto-sklearn alternatives and NanoBanana-PPT-Skills alternatives (auto-sklearn markdown twin, NanoBanana-PPT-Skills 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 NanoBanana-PPT-Skills?
- auto-sklearn: Active. NanoBanana-PPT-Skills: Slowing. 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 NanoBanana-PPT-Skills?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: auto-sklearn trust report; NanoBanana-PPT-Skills trust report.