--- title: "arthas vs scikit-optimize" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/alibaba-arthas-vs-scikit-optimize-scikit-optimize" tools: ["alibaba-arthas", "scikit-optimize-scikit-optimize"] --- # arthas vs scikit-optimize *GraphCanon updated Jul 11, 2026* ## Verdict Pick arthas when arthas is primarily Java; scikit-optimize is Python; pick scikit-optimize when scikit-optimize is primarily Python; arthas is Java. [arthas](https://arthas.aliyun.com/) reports 37k GitHub stars, 7.6k forks, and 485 open issues, last pushed Jul 1, 2026. [scikit-optimize](https://scikit-optimize.github.io) has 2.8k stars, 559 forks, and 318 open issues, last pushed Feb 23, 2024. Figures are from public GitHub metadata via [arthas's repository](https://github.com/alibaba/arthas) and [scikit-optimize's repository](https://github.com/scikit-optimize/scikit-optimize). | | [arthas](/tools/alibaba-arthas.md) | [scikit-optimize](/tools/scikit-optimize-scikit-optimize.md) | | --- | --- | --- | | Tagline | Alibaba Java Diagnostic Tool Arthas | Sequential model-based optimization with a `scipy.optimize` interface | | Stars | 37,427 | 2,826 | | Forks | 7,634 | 559 | | Open issues | 485 | 318 | | Language | Java | Python | | Adopt for | Arthas is a Java diagnostic tool from Alibaba designed to monitor and troubleshoot running Java applications using features such as tracing, classloader analysis, and JVM diagnostics. | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | BSD-3-Clause | | Categories | Developer Tools | Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [arthas](/tools/alibaba-arthas.md) | [scikit-optimize](/tools/scikit-optimize-scikit-optimize.md) | | --- | --- | --- | | Maintenance | Active (82%) | Archived (8%) | | Days since push | 10d | 869d | | Archived on GitHub | No | Yes | | Open issues (now) | 485 | 318 | | Security scan | No lockfile | 17 low (17 low) | | Full report | [trust report](/tools/alibaba-arthas/trust.md) | [trust report](/tools/scikit-optimize-scikit-optimize/trust.md) | ## Decision facts: arthas - **Requirements:** Min 1 GB RAM - **Adopt for:** Arthas is a Java diagnostic tool from Alibaba designed to monitor and troubleshoot running Java applications using features such as tracing, classloader analysis, and JVM diagnostics. ## Choose when ### Choose arthas if… - arthas is primarily Java; scikit-optimize is Python. - License: arthas is Apache-2.0, scikit-optimize is BSD-3-Clause. - Requirements: Min 1 GB RAM. - Tags unique to arthas: agent, diagnosis, java, jvm. - arthas ships Docker support for self-hosted deployment. - Utilize Arthas for deep diagnostics on running Java applications where you need advanced features such as bytecode enhancement or specific trace capabilities over static analysis. ### Choose scikit-optimize if… - scikit-optimize is primarily Python; arthas is Java. - License: scikit-optimize is BSD-3-Clause, arthas is Apache-2.0. - Tags unique to scikit-optimize: bayesian-optimization, bayesopt, binder, hacktoberfest. ## When NOT to use arthas - Avoid using Arthas if your primary need is for quick, surface-level diagnostics or performance tuning without diving into more advanced features. - Do not use Arthas if you are working in a development environment outside of Java where this specific diagnostic tool would provide no value. ## When NOT to use scikit-optimize - scikit-optimize is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## Common questions ### What is the difference between arthas and scikit-optimize? arthas: Alibaba Java Diagnostic Tool Arthas. scikit-optimize: Sequential model-based optimization with a `scipy.optimize` interface. See the comparison table for live GitHub stats and shared categories. ### When should I choose arthas over scikit-optimize? Choose arthas over scikit-optimize when arthas is primarily Java; scikit-optimize is Python; License: arthas is Apache-2.0, scikit-optimize is BSD-3-Clause; Requirements: Min 1 GB RAM; Tags unique to arthas: agent, diagnosis, java, jvm; arthas ships Docker support for self-hosted deployment; Utilize Arthas for deep diagnostics on running Java applications where you need advanced features such as bytecode enhancement or specific trace capabilities over static analysis. ### When should I choose scikit-optimize over arthas? Choose scikit-optimize over arthas when scikit-optimize is primarily Python; arthas is Java; License: scikit-optimize is BSD-3-Clause, arthas is Apache-2.0; Tags unique to scikit-optimize: bayesian-optimization, bayesopt, binder, hacktoberfest. ### When should I avoid arthas? Avoid using Arthas if your primary need is for quick, surface-level diagnostics or performance tuning without diving into more advanced features. Do not use Arthas if you are working in a development environment outside of Java where this specific diagnostic tool would provide no value. ### When should I avoid scikit-optimize? scikit-optimize is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is arthas or scikit-optimize more popular on GitHub? arthas has more GitHub stars (37,427 vs 2,826). Stars measure visibility, not whether either tool fits your constraints. ### Are arthas and scikit-optimize open source? Yes - both are open-source projects on GitHub (arthas: Apache-2.0, scikit-optimize: BSD-3-Clause). ### Where can I find alternatives to arthas or scikit-optimize? GraphCanon lists graph-backed alternatives at [arthas alternatives](/tools/alibaba-arthas/alternatives) and [scikit-optimize alternatives](/tools/scikit-optimize-scikit-optimize/alternatives) ([arthas markdown twin](/tools/alibaba-arthas/alternatives.md), [scikit-optimize markdown twin](/tools/scikit-optimize-scikit-optimize/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/alibaba-arthas-vs-scikit-optimize-scikit-optimize.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, arthas or scikit-optimize? arthas: Active. scikit-optimize: Archived. 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 arthas and scikit-optimize? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [arthas trust report](/tools/alibaba-arthas/trust); [scikit-optimize trust report](/tools/scikit-optimize-scikit-optimize/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=alibaba-arthas`](/api/graphcanon/graph?tool=alibaba-arthas) - 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/_