Comparison
bigcode-evaluation-harness vs scikit-learn
Verdict
Pick bigcode-evaluation-harness when license: bigcode-evaluation-harness is Apache-2.0, scikit-learn is BSD-3-Clause; pick scikit-learn when license: scikit-learn is BSD-3-Clause, bigcode-evaluation-harness is Apache-2.0.
Markdown twin · bigcode-evaluation-harness alternatives · scikit-learn alternatives
GraphCanon updated today
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Trust & integrity
| Signal | bigcode-evaluation-harness | scikit-learn |
|---|---|---|
| Maintenance | Slowing (354d 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) | 46 low (46 low) As of today · osv@v1 | No lockfile As of today · none |
Tagline
- bigcode-evaluation-harness
- A framework for the evaluation of autoregressive code generation language models.
- scikit-learn
- scikit-learn: machine learning in Python
Stars
- bigcode-evaluation-harness
- 1.1k
- scikit-learn
- 67k
Forks
- bigcode-evaluation-harness
- 263
- scikit-learn
- 27k
Open issues
- bigcode-evaluation-harness
- 97
- scikit-learn
- 2.1k
Language
- bigcode-evaluation-harness
- Python
- scikit-learn
- Python
Adopt for
- bigcode-evaluation-harness
- -
- scikit-learn
- -
Persona
- bigcode-evaluation-harness
- -
- scikit-learn
- -
Runtime
- bigcode-evaluation-harness
- -
- scikit-learn
- -
License
- bigcode-evaluation-harness
- Apache-2.0
- scikit-learn
- BSD-3-Clause
Last pushed
- bigcode-evaluation-harness
- Jul 22, 2025
- scikit-learn
- Jul 11, 2026
Categories
- bigcode-evaluation-harness
- LLM Frameworks, Computer Vision, Evaluation & Observability
- scikit-learn
- Computer Vision, Evaluation & Observability
Trust and health
Maintenance
- bigcode-evaluation-harness
- Slowing (36%)
- scikit-learn
- Very active (96%)
Days since push
- bigcode-evaluation-harness
- 354d
- scikit-learn
- 0d
Open issues (now)
- bigcode-evaluation-harness
- 97
- scikit-learn
- 2.1k
Security scan
- bigcode-evaluation-harness
- 46 low (46 low)
- scikit-learn
- No lockfile
Full report
- bigcode-evaluation-harness
- Trust report
- scikit-learn
- Trust report
Choose bigcode-evaluation-harness if…
- License: bigcode-evaluation-harness is Apache-2.0, scikit-learn is BSD-3-Clause.
- Also covers LLM Frameworks.
- bigcode-evaluation-harness ships Docker support for self-hosted deployment.
When NOT to use bigcode-evaluation-harness
- Last GitHub push was 354 days ago (slowing maintenance, Jul 22, 2025). Validate activity before betting a new project on bigcode-evaluation-harness.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- 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, bigcode-evaluation-harness is Apache-2.0.
- Tags unique to scikit-learn: data-science, machine-learning, data-analysis, statistics.
- More GitHub stars (67k vs 1.1k) - 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 (bigcode-project/bigcode-evaluation-harness) · observed Jul 11, 2026
- GitHub forks (bigcode-project/bigcode-evaluation-harness) · observed Jul 11, 2026
- Last push (bigcode-project/bigcode-evaluation-harness) · observed Jul 22, 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: bigcode-evaluation-harness 1.1k · scikit-learn 67k (synced Jul 11, 2026).
Common questions
- What is the difference between bigcode-evaluation-harness and scikit-learn?
- bigcode-evaluation-harness: A framework for the evaluation of autoregressive code generation language models.. scikit-learn: scikit-learn: machine learning in Python. See the comparison table for live GitHub stats and shared categories.
- When should I choose bigcode-evaluation-harness over scikit-learn?
- Choose bigcode-evaluation-harness over scikit-learn when License: bigcode-evaluation-harness is Apache-2.0, scikit-learn is BSD-3-Clause; Also covers LLM Frameworks; bigcode-evaluation-harness ships Docker support for self-hosted deployment.
- When should I choose scikit-learn over bigcode-evaluation-harness?
- Choose scikit-learn over bigcode-evaluation-harness when License: scikit-learn is BSD-3-Clause, bigcode-evaluation-harness is Apache-2.0; Tags unique to scikit-learn: data-science, machine-learning, data-analysis, statistics; More GitHub stars (67k vs 1.1k) - visibility, not fit.
- When should I avoid bigcode-evaluation-harness?
- Last GitHub push was 354 days ago (slowing maintenance, Jul 22, 2025). Validate activity before betting a new project on bigcode-evaluation-harness. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. 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 bigcode-evaluation-harness or scikit-learn more popular on GitHub?
- scikit-learn has more GitHub stars (66,693 vs 1,053). Stars measure visibility, not whether either tool fits your constraints.
- Are bigcode-evaluation-harness and scikit-learn open source?
- Yes - both are open-source projects on GitHub (bigcode-evaluation-harness: Apache-2.0, scikit-learn: BSD-3-Clause).
- Where can I find alternatives to bigcode-evaluation-harness or scikit-learn?
- GraphCanon lists graph-backed alternatives at bigcode-evaluation-harness alternatives and scikit-learn alternatives (bigcode-evaluation-harness 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, bigcode-evaluation-harness or scikit-learn?
- bigcode-evaluation-harness: Slowing. 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 bigcode-evaluation-harness and scikit-learn?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: bigcode-evaluation-harness trust report; scikit-learn trust report.