Comparison
tugtainer vs scikit-learn
Verdict
Pick tugtainer when license: tugtainer is MIT, scikit-learn is BSD-3-Clause; pick scikit-learn when license: scikit-learn is BSD-3-Clause, tugtainer is MIT.
Markdown twin · tugtainer alternatives · scikit-learn alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | tugtainer | scikit-learn |
|---|---|---|
| Maintenance | Active (13d since push) As of today · github_public_v1 | Very active (0d since push) As of 3d · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of 3d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of today · osv@v1 | No lockfile (source not queried) As of 3d · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- tugtainer
- An application for automated Docker container updates with a web UI
- scikit-learn
- scikit-learn: machine learning in Python
Stars
- tugtainer
- 1.5k
- scikit-learn
- 67k
Forks
- tugtainer
- 49
- scikit-learn
- 27k
Open issues
- tugtainer
- 22
- scikit-learn
- 2.1k
Language
- tugtainer
- Python
- scikit-learn
- Python
Adopt for
- tugtainer
- -
- scikit-learn
- -
Persona
- tugtainer
- -
- scikit-learn
- -
Runtime
- tugtainer
- -
- scikit-learn
- -
License
- tugtainer
- MIT
- scikit-learn
- BSD-3-Clause
Last pushed
- tugtainer
- Jul 1, 2026
- scikit-learn
- Jul 11, 2026
Categories
- tugtainer
- AI Agents, Computer Vision, Evaluation & Observability
- scikit-learn
- Computer Vision, Evaluation & Observability
Trust and health
Maintenance
- tugtainer
- Active (82%)
- scikit-learn
- Very active (96%)
Days since push
- tugtainer
- 13d
- scikit-learn
- 0d
Open issues (now)
- tugtainer
- 22
- scikit-learn
- 2.1k
Owner type
- tugtainer
- User
- scikit-learn
- Organization
Full report
- tugtainer
- Trust report
- scikit-learn
- Trust report
Choose tugtainer if…
- License: tugtainer is MIT, scikit-learn is BSD-3-Clause.
- Tags unique to tugtainer: angular, auto-update, container-management, container-monitoring.
- Also covers AI Agents.
When NOT to use tugtainer
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Choose scikit-learn if…
- License: scikit-learn is BSD-3-Clause, tugtainer is MIT.
- Tags unique to scikit-learn: data-analysis, data-science, machine-learning, python.
- More GitHub stars (67k vs 1.5k) - visibility, not fit.
When NOT to use scikit-learn
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Quenary/tugtainer) · observed Jul 15, 2026
- GitHub forks (Quenary/tugtainer) · observed Jul 15, 2026
- Last push (Quenary/tugtainer) · observed Jul 1, 2026
- License file (MIT) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (scikit-learn/scikit-learn) · observed Jul 11, 2026
- GitHub forks (scikit-learn/scikit-learn) · observed Jul 11, 2026
- Last push (scikit-learn/scikit-learn) · observed Jul 11, 2026
- License file (BSD-3-Clause) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: tugtainer 1.5k · scikit-learn 67k (synced Jul 15, 2026).
Common questions
- What is the difference between tugtainer and scikit-learn?
- tugtainer: An application for automated Docker container updates with a web UI. scikit-learn: scikit-learn: machine learning in Python. See the comparison table for live GitHub stats and shared categories.
- When should I choose tugtainer over scikit-learn?
- Choose tugtainer over scikit-learn when License: tugtainer is MIT, scikit-learn is BSD-3-Clause; Tags unique to tugtainer: angular, auto-update, container-management, container-monitoring; Also covers AI Agents.
- When should I choose scikit-learn over tugtainer?
- Choose scikit-learn over tugtainer when License: scikit-learn is BSD-3-Clause, tugtainer is MIT; Tags unique to scikit-learn: data-analysis, data-science, machine-learning, python; More GitHub stars (67k vs 1.5k) - visibility, not fit.
- When should I avoid tugtainer?
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- When should I avoid scikit-learn?
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- Is tugtainer or scikit-learn more popular on GitHub?
- scikit-learn has more GitHub stars (66,693 vs 1,487). Stars measure visibility, not whether either tool fits your constraints.
- Are tugtainer and scikit-learn open source?
- Yes - both are open-source projects on GitHub (tugtainer: MIT, scikit-learn: BSD-3-Clause).
- Where can I find alternatives to tugtainer or scikit-learn?
- GraphCanon lists graph-backed alternatives at tugtainer alternatives and scikit-learn alternatives (tugtainer markdown twin, scikit-learn 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, tugtainer or scikit-learn?
- tugtainer: Active. scikit-learn: 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 tugtainer and scikit-learn?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: tugtainer trust report; scikit-learn trust report.