---
title: "airunner vs scikit-learn"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/capsize-games-airunner-vs-scikit-learn-scikit-learn"
tools: ["capsize-games-airunner", "scikit-learn-scikit-learn"]
---

# airunner vs scikit-learn

*GraphCanon updated Jul 12, 2026*

## Verdict

Pick airunner when license: airunner is GPL-3.0, scikit-learn is BSD-3-Clause; pick scikit-learn when license: scikit-learn is BSD-3-Clause, airunner is GPL-3.0.

[airunner](https://airunner.capsizegames.com) reports 1.3k GitHub stars, 99 forks, and 5 open issues, last pushed Jul 8, 2026. [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 [airunner's repository](https://github.com/Capsize-Games/airunner) and [scikit-learn's repository](https://github.com/scikit-learn/scikit-learn).

| | [airunner](/tools/capsize-games-airunner.md) | [scikit-learn](/tools/scikit-learn-scikit-learn.md) |
| --- | --- | --- |
| Tagline | Offline inference engine for art, real-time voice conversations, LLM powered chatbots and automated workflows | scikit-learn: machine learning in Python |
| Stars | 1,312 | 66,693 |
| Forks | 99 | 27,170 |
| Open issues | 5 | 2,102 |
| Language | Python | Python |
| Adopt for | - | - |
| Persona | - | - |
| Runtime | - | - |
| License | GPL-3.0 | BSD-3-Clause |
| Categories | Computer Vision, Evaluation & Observability, Inference & Serving, Speech & Audio | Computer Vision, Evaluation & Observability |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [airunner](/tools/capsize-games-airunner.md) | [scikit-learn](/tools/scikit-learn-scikit-learn.md) |
| --- | --- | --- |
| Days since push | 3d | 0d |
| Open issues (now) | 5 | 2.1k |
| Full report | [trust report](/tools/capsize-games-airunner/trust.md) | [trust report](/tools/scikit-learn-scikit-learn/trust.md) |

## Shared compatibility

- **Python**: [airunner](/tools/capsize-games-airunner.md) - Python runtime; [scikit-learn](/tools/scikit-learn-scikit-learn.md) - Python runtime

## Choose when

### Choose airunner if…

- License: airunner is GPL-3.0, scikit-learn is BSD-3-Clause.
- Tags unique to airunner: ai-art, chatbot, deep-learning, image-generation.
- Also covers Inference & Serving, Speech & Audio.
- airunner ships Docker support for self-hosted deployment.

### Choose scikit-learn if…

- License: scikit-learn is BSD-3-Clause, airunner is GPL-3.0.
- Tags unique to scikit-learn: data-analysis, data-science, machine-learning, python.
- More GitHub stars (67k vs 1.3k) - visibility, not fit.

## When NOT to use airunner

- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.

## 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 airunner and scikit-learn?

airunner: Offline inference engine for art, real-time voice conversations, LLM powered chatbots and automated workflows. scikit-learn: scikit-learn: machine learning in Python. See the comparison table for live GitHub stats and shared categories.

### When should I choose airunner over scikit-learn?

Choose airunner over scikit-learn when License: airunner is GPL-3.0, scikit-learn is BSD-3-Clause; Tags unique to airunner: ai-art, chatbot, deep-learning, image-generation; Also covers Inference & Serving, Speech & Audio; airunner ships Docker support for self-hosted deployment.

### When should I choose scikit-learn over airunner?

Choose scikit-learn over airunner when License: scikit-learn is BSD-3-Clause, airunner is GPL-3.0; Tags unique to scikit-learn: data-analysis, data-science, machine-learning, python; More GitHub stars (67k vs 1.3k) - visibility, not fit.

### When should I avoid airunner?

Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.

### 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 airunner or scikit-learn more popular on GitHub?

scikit-learn has more GitHub stars (66,693 vs 1,312). Stars measure visibility, not whether either tool fits your constraints.

### Are airunner and scikit-learn open source?

Yes - both are open-source projects on GitHub (airunner: GPL-3.0, scikit-learn: BSD-3-Clause).

### Where can I find alternatives to airunner or scikit-learn?

GraphCanon lists graph-backed alternatives at [airunner alternatives](/tools/capsize-games-airunner/alternatives) and [scikit-learn alternatives](/tools/scikit-learn-scikit-learn/alternatives) ([airunner markdown twin](/tools/capsize-games-airunner/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/capsize-games-airunner-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, airunner or scikit-learn?

airunner: Very 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 airunner and scikit-learn?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [airunner trust report](/tools/capsize-games-airunner/trust); [scikit-learn trust report](/tools/scikit-learn-scikit-learn/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=capsize-games-airunner`](/api/graphcanon/graph?tool=capsize-games-airunner)
- 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/_
