Comparison
FullStackBench vs scikit-learn
Verdict
Pick FullStackBench when license: FullStackBench is Apache-2.0, scikit-learn is BSD-3-Clause; pick scikit-learn when license: scikit-learn is BSD-3-Clause, FullStackBench is Apache-2.0.
Markdown twin · FullStackBench alternatives · scikit-learn alternatives
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Trust & integrity
| Signal | FullStackBench | scikit-learn |
|---|---|---|
| Maintenance | Dormant (430d since push) As of today · github_public_v1 | Very active (0d 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) | No criticals As of today · osv@v1 | No lockfile As of today · none |
Tagline
- FullStackBench
- Official repository for our paper "FullStack Bench: Evaluating LLMs as Full Stack Coders"
- scikit-learn
- scikit-learn: machine learning in Python
Stars
- FullStackBench
- 121
- scikit-learn
- 67k
Forks
- FullStackBench
- 9
- scikit-learn
- 27k
Open issues
- FullStackBench
- 1
- scikit-learn
- 2.1k
Language
- FullStackBench
- Python
- scikit-learn
- Python
Adopt for
- FullStackBench
- -
- scikit-learn
- -
Persona
- FullStackBench
- -
- scikit-learn
- -
Runtime
- FullStackBench
- -
- scikit-learn
- -
License
- FullStackBench
- Apache-2.0
- scikit-learn
- BSD-3-Clause
Last pushed
- FullStackBench
- May 7, 2025
- scikit-learn
- Jul 11, 2026
Categories
- FullStackBench
- Computer Vision, Evaluation & Observability, LLM Frameworks
- scikit-learn
- Computer Vision, Evaluation & Observability
Trust and health
Maintenance
- FullStackBench
- Dormant (18%)
- scikit-learn
- Very active (96%)
Days since push
- FullStackBench
- 430d
- scikit-learn
- 0d
Open issues (now)
- FullStackBench
- 1
- scikit-learn
- 2.1k
Security scan
- FullStackBench
- No criticals
- scikit-learn
- No lockfile
Full report
- FullStackBench
- Trust report
- scikit-learn
- Trust report
Shared compatibility
- Python · FullStackBench: Python runtime · scikit-learn: Python runtime
Choose FullStackBench if…
- License: FullStackBench is Apache-2.0, scikit-learn is BSD-3-Clause.
- Tags unique to FullStackBench: research.
- Also covers LLM Frameworks.
When NOT to use FullStackBench
- Last GitHub push was 431 days ago (dormant maintenance, May 7, 2025). Validate activity before betting a new project on FullStackBench.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose scikit-learn if…
- License: scikit-learn is BSD-3-Clause, FullStackBench is Apache-2.0.
- Tags unique to scikit-learn: data-analysis, data-science, machine-learning, statistics.
- More GitHub stars (67k vs 121) - 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 (bytedance/FullStackBench) · observed Jul 11, 2026
- GitHub forks (bytedance/FullStackBench) · observed Jul 11, 2026
- Last push (bytedance/FullStackBench) · observed May 7, 2025
- License file (Apache-2.0) · 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: FullStackBench 121 · scikit-learn 67k (synced Jul 11, 2026).
Common questions
- What is the difference between FullStackBench and scikit-learn?
- FullStackBench: Official repository for our paper "FullStack Bench: Evaluating LLMs as Full Stack Coders". scikit-learn: scikit-learn: machine learning in Python. See the comparison table for live GitHub stats and shared categories.
- When should I choose FullStackBench over scikit-learn?
- Choose FullStackBench over scikit-learn when License: FullStackBench is Apache-2.0, scikit-learn is BSD-3-Clause; Tags unique to FullStackBench: research; Also covers LLM Frameworks.
- When should I choose scikit-learn over FullStackBench?
- Choose scikit-learn over FullStackBench when License: scikit-learn is BSD-3-Clause, FullStackBench is Apache-2.0; Tags unique to scikit-learn: data-analysis, data-science, machine-learning, statistics; More GitHub stars (67k vs 121) - visibility, not fit.
- When should I avoid FullStackBench?
- Last GitHub push was 431 days ago (dormant maintenance, May 7, 2025). Validate activity before betting a new project on FullStackBench. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- 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 FullStackBench or scikit-learn more popular on GitHub?
- scikit-learn has more GitHub stars (66,693 vs 121). Stars measure visibility, not whether either tool fits your constraints.
- Are FullStackBench and scikit-learn open source?
- Yes - both are open-source projects on GitHub (FullStackBench: Apache-2.0, scikit-learn: BSD-3-Clause).
- Where can I find alternatives to FullStackBench or scikit-learn?
- GraphCanon lists graph-backed alternatives at FullStackBench alternatives and scikit-learn alternatives (FullStackBench 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, FullStackBench or scikit-learn?
- FullStackBench: 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 FullStackBench and scikit-learn?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: FullStackBench trust report; scikit-learn trust report.