--- title: "bigcode-evaluation-harness vs scikit-learn" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/bigcode-project-bigcode-evaluation-harness-vs-scikit-learn-scikit-learn" tools: ["bigcode-project-bigcode-evaluation-harness", "scikit-learn-scikit-learn"] --- # bigcode-evaluation-harness vs scikit-learn *GraphCanon updated Jul 11, 2026* ## 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. [bigcode-evaluation-harness](https://github.com/bigcode-project/bigcode-evaluation-harness) reports 1.1k GitHub stars, 263 forks, and 97 open issues, last pushed Jul 22, 2025. [scikit-learn](https://scikit-learn.org) has 67k stars, 27k forks, and 2.1k open issues, last pushed Jul 11, 2026. Figures are from public GitHub metadata via [bigcode-evaluation-harness's repository](https://github.com/bigcode-project/bigcode-evaluation-harness) and [scikit-learn's repository](https://github.com/scikit-learn/scikit-learn). | | [bigcode-evaluation-harness](/tools/bigcode-project-bigcode-evaluation-harness.md) | [scikit-learn](/tools/scikit-learn-scikit-learn.md) | | --- | --- | --- | | Tagline | A framework for the evaluation of autoregressive code generation language models. | scikit-learn: machine learning in Python | | Stars | 1,053 | 66,693 | | Forks | 263 | 27,170 | | Open issues | 97 | 2,102 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | BSD-3-Clause | | Categories | LLM Frameworks, Computer Vision, Evaluation & Observability | Computer Vision, Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [bigcode-evaluation-harness](/tools/bigcode-project-bigcode-evaluation-harness.md) | [scikit-learn](/tools/scikit-learn-scikit-learn.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Very active (96%) | | Days since push | 354d | 0d | | Open issues (now) | 97 | 2.1k | | Security scan | 46 low (46 low) | No lockfile | | Full report | [trust report](/tools/bigcode-project-bigcode-evaluation-harness/trust.md) | [trust report](/tools/scikit-learn-scikit-learn/trust.md) | ## Choose when ### 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. ### 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 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 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. ## 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](/tools/bigcode-project-bigcode-evaluation-harness/alternatives) and [scikit-learn alternatives](/tools/scikit-learn-scikit-learn/alternatives) ([bigcode-evaluation-harness markdown twin](/tools/bigcode-project-bigcode-evaluation-harness/alternatives.md), [scikit-learn markdown twin](/tools/scikit-learn-scikit-learn/alternatives.md)), 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](/compare/bigcode-project-bigcode-evaluation-harness-vs-scikit-learn-scikit-learn.md) 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](/tools/bigcode-project-bigcode-evaluation-harness/trust); [scikit-learn trust report](/tools/scikit-learn-scikit-learn/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=bigcode-project-bigcode-evaluation-harness`](/api/graphcanon/graph?tool=bigcode-project-bigcode-evaluation-harness) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_