Comparison
devol vs scikit-learn
Verdict
Pick devol when license: devol is MIT, scikit-learn is BSD-3-Clause; pick scikit-learn when license: scikit-learn is BSD-3-Clause, devol is MIT.
Markdown twin · devol alternatives · scikit-learn alternatives
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Trust & integrity
| Signal | devol | scikit-learn |
|---|---|---|
| Maintenance | Dormant (1143d since push) As of today · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- devol
- Early POC of genetic neural architecture search
- scikit-learn
- scikit-learn: machine learning in Python
Stars
- devol
- 950
- scikit-learn
- 67k
Forks
- devol
- 114
- scikit-learn
- 27k
Open issues
- devol
- 7
- scikit-learn
- 2.1k
Language
- devol
- Python
- scikit-learn
- Python
Adopt for
- devol
- -
- scikit-learn
- -
Persona
- devol
- -
- scikit-learn
- -
Runtime
- devol
- -
- scikit-learn
- -
License
- devol
- MIT
- scikit-learn
- BSD-3-Clause
Last pushed
- devol
- May 25, 2023
- scikit-learn
- Jul 11, 2026
Categories
- devol
- Computer Vision, Evaluation & Observability, Model Training
- scikit-learn
- Computer Vision, Evaluation & Observability
Trust and health
Maintenance
- devol
- Dormant (18%)
- scikit-learn
- Very active (96%)
Days since push
- devol
- 1143d
- scikit-learn
- 0d
Open issues (now)
- devol
- 7
- scikit-learn
- 2.1k
Owner type
- devol
- User
- scikit-learn
- Organization
Full report
- devol
- Trust report
- scikit-learn
- Trust report
Choose devol if…
- License: devol is MIT, scikit-learn is BSD-3-Clause.
- Tags unique to devol: automl, computer-vision, deep-learning, genetic-algorithm.
- Also covers Model Training.
When NOT to use devol
- Last GitHub push was 1143 days ago (dormant maintenance, May 25, 2023). Validate activity before betting a new project on devol.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Choose scikit-learn if…
- License: scikit-learn is BSD-3-Clause, devol is MIT.
- Tags unique to scikit-learn: data-analysis, data-science, statistics.
- More GitHub stars (67k vs 950) - 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 (joeddav/devol) · observed Jul 11, 2026
- GitHub forks (joeddav/devol) · observed Jul 11, 2026
- Last push (joeddav/devol) · observed May 25, 2023
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 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: devol 950 · scikit-learn 67k (synced Jul 11, 2026).
Common questions
- What is the difference between devol and scikit-learn?
- devol: Early POC of genetic neural architecture search. scikit-learn: scikit-learn: machine learning in Python. See the comparison table for live GitHub stats and shared categories.
- When should I choose devol over scikit-learn?
- Choose devol over scikit-learn when License: devol is MIT, scikit-learn is BSD-3-Clause; Tags unique to devol: automl, computer-vision, deep-learning, genetic-algorithm; Also covers Model Training.
- When should I choose scikit-learn over devol?
- Choose scikit-learn over devol when License: scikit-learn is BSD-3-Clause, devol is MIT; Tags unique to scikit-learn: data-analysis, data-science, statistics; More GitHub stars (67k vs 950) - visibility, not fit.
- When should I avoid devol?
- Last GitHub push was 1143 days ago (dormant maintenance, May 25, 2023). Validate activity before betting a new project on devol. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- 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 devol or scikit-learn more popular on GitHub?
- scikit-learn has more GitHub stars (66,693 vs 950). Stars measure visibility, not whether either tool fits your constraints.
- Are devol and scikit-learn open source?
- Yes - both are open-source projects on GitHub (devol: MIT, scikit-learn: BSD-3-Clause).
- Where can I find alternatives to devol or scikit-learn?
- GraphCanon lists graph-backed alternatives at devol alternatives and scikit-learn alternatives (devol 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, devol or scikit-learn?
- devol: Dormant. 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 devol and scikit-learn?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: devol trust report; scikit-learn trust report.