Comparison
1Panel vs scikit-optimize
Verdict
Pick 1Panel when 1Panel is primarily Go; scikit-optimize is Python; pick scikit-optimize when scikit-optimize is primarily Python; 1Panel is Go.
Markdown twin · 1Panel alternatives · scikit-optimize alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | 1Panel | scikit-optimize |
|---|---|---|
| Maintenance | Very active (1d since push) As of today · github_public_v1 | Archived (869d 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 lockfile As of today · none | 17 low (17 low) As of today · osv@v1 |
Tagline
- 1Panel
- A modern, open-source VPS control panel with native AI agent support
- scikit-optimize
- Sequential model-based optimization with a `scipy.optimize` interface
Stars
- 1Panel
- 36k
- scikit-optimize
- 2.8k
Forks
- 1Panel
- 3.2k
- scikit-optimize
- 559
Open issues
- 1Panel
- 278
- scikit-optimize
- 318
Language
- 1Panel
- Go
- scikit-optimize
- Python
Adopt for
- 1Panel
- 1Panel is a distinctive open-source VPS control panel with built-in support for Ollama models and OpenClaw agents, offering comprehensive server management through an intuitive web interface.
- scikit-optimize
- -
Persona
- 1Panel
- -
- scikit-optimize
- -
Runtime
- 1Panel
- -
- scikit-optimize
- -
License
- 1Panel
- GPL-3.0
- scikit-optimize
- BSD-3-Clause
Last pushed
- 1Panel
- Jul 10, 2026
- scikit-optimize
- Feb 23, 2024
Categories
- 1Panel
- AI Agents, Developer Tools
- scikit-optimize
- Developer Tools
Trust and health
Maintenance
- 1Panel
- Very active (96%)
- scikit-optimize
- Archived (8%)
Days since push
- 1Panel
- 1d
- scikit-optimize
- 869d
Archived on GitHub
- 1Panel
- No
- scikit-optimize
- Yes
Open issues (now)
- 1Panel
- 278
- scikit-optimize
- 318
Security scan
- 1Panel
- No lockfile
- scikit-optimize
- 17 low (17 low)
Full report
- 1Panel
- Trust report
- scikit-optimize
- Trust report
Choose 1Panel if…
- 1Panel is primarily Go; scikit-optimize is Python.
- License: 1Panel is GPL-3.0, scikit-optimize is BSD-3-Clause.
- Requirements: Min 1 GB RAM; Linux VPS required (Debian / Ubuntu / CentOS / Rocky).
- Tags unique to 1Panel: linux, openclaw, docker, agent.
- Also covers AI Agents.
- - You require native support for running Ollama models directly through your VPS control panel.
When NOT to use 1Panel
- - If you do not need or want the specific features of Ollama models and OpenClaw agents support and prefer a more generalized VPS management platform.
- - For environments where existing tools already sufficiently manage your server stacks without requiring integration of AI agent functionalities.
Choose scikit-optimize if…
- scikit-optimize is primarily Python; 1Panel is Go.
- License: scikit-optimize is BSD-3-Clause, 1Panel is GPL-3.0.
- Tags unique to scikit-optimize: binder, hyperparameter-search, hacktoberfest, hyperparameter.
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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (1Panel-dev/1Panel) · observed Jul 11, 2026
- GitHub forks (1Panel-dev/1Panel) · observed Jul 11, 2026
- Last push (1Panel-dev/1Panel) · observed Jul 10, 2026
- License file (GPL-3.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (scikit-optimize/scikit-optimize) · observed Jul 11, 2026
- GitHub forks (scikit-optimize/scikit-optimize) · observed Jul 11, 2026
- Last push (scikit-optimize/scikit-optimize) · observed Feb 23, 2024
- License file (BSD-3-Clause) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: 1Panel 36k · scikit-optimize 2.8k (synced Jul 11, 2026).
Common questions
- What is the difference between 1Panel and scikit-optimize?
- 1Panel: A modern, open-source VPS control panel with native AI agent support. scikit-optimize: Sequential model-based optimization with a
scipy.optimizeinterface. See the comparison table for live GitHub stats and shared categories. - When should I choose 1Panel over scikit-optimize?
- Choose 1Panel over scikit-optimize when 1Panel is primarily Go; scikit-optimize is Python; License: 1Panel is GPL-3.0, scikit-optimize is BSD-3-Clause; Requirements: Min 1 GB RAM; Linux VPS required (Debian / Ubuntu / CentOS / Rocky); Tags unique to 1Panel: linux, openclaw, docker, agent; Also covers AI Agents; - You require native support for running Ollama models directly through your VPS control panel.
- When should I choose scikit-optimize over 1Panel?
- Choose scikit-optimize over 1Panel when scikit-optimize is primarily Python; 1Panel is Go; License: scikit-optimize is BSD-3-Clause, 1Panel is GPL-3.0; Tags unique to scikit-optimize: binder, hyperparameter-search, hacktoberfest, hyperparameter.
- When should I avoid 1Panel?
- - If you do not need or want the specific features of Ollama models and OpenClaw agents support and prefer a more generalized VPS management platform. - For environments where existing tools already sufficiently manage your server stacks without requiring integration of AI agent functionalities.
- 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 1Panel or scikit-optimize more popular on GitHub?
- 1Panel has more GitHub stars (36,174 vs 2,826). Stars measure visibility, not whether either tool fits your constraints.
- Are 1Panel and scikit-optimize open source?
- Yes - both are open-source projects on GitHub (1Panel: GPL-3.0, scikit-optimize: BSD-3-Clause).
- Where can I find alternatives to 1Panel or scikit-optimize?
- GraphCanon lists graph-backed alternatives at 1Panel alternatives and scikit-optimize alternatives (1Panel markdown twin, scikit-optimize 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, 1Panel or scikit-optimize?
- 1Panel: Very 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 1Panel and scikit-optimize?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: 1Panel trust report; scikit-optimize trust report.