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Comparison

1Panel vs penzai

Verdict

Pick 1Panel when 1Panel is primarily Go; penzai is Python; pick penzai when penzai is primarily Python; 1Panel is Go.

Markdown twin · 1Panel alternatives · penzai alternatives

GraphCanon updated today

1Panel logo

1Panel

1Panel-dev/1Panel

★ 36kpushed Jul 10, 2026
vs
penzai logo

penzai

google-deepmind/penzai

★ 1.9kpushed Jun 22, 2025

Trust & integrity

Signal1Panelpenzai
Maintenance
Very active (1d since push)
As of today · github_public_v1
Dormant (384d 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
No lockfile
As of today · none
1Panel trust reportpenzai trust reportTrust methodology

Tagline

1Panel
A modern, open-source VPS control panel with native AI agent support
penzai
A JAX research toolkit for building, editing, and visualizing neural networks.

Stars

1Panel
36k
penzai
1.9k

Forks

1Panel
3.2k
penzai
70

Open issues

1Panel
278
penzai
17

Language

1Panel
Go
penzai
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.
penzai
-

Persona

1Panel
-
penzai
-

Runtime

1Panel
-
penzai
-

License

1Panel
GPL-3.0
penzai
Apache-2.0

Last pushed

1Panel
Jul 10, 2026
penzai
Jun 22, 2025

Categories

1Panel
AI Agents, Developer Tools
penzai
Developer Tools

Trust and health

Maintenance

1Panel
Very active (96%)
penzai
Dormant (18%)

Days since push

1Panel
1d
penzai
384d

Open issues (now)

1Panel
278
penzai
17

Full report

1Panel
Trust report
penzai
Trust report

Choose 1Panel if…

  • 1Panel is primarily Go; penzai is Python.
  • License: 1Panel is GPL-3.0, penzai is Apache-2.0.
  • 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.
GitHubDetails

Choose penzai if…

  • penzai is primarily Python; 1Panel is Go.
  • License: penzai is Apache-2.0, 1Panel is GPL-3.0.
  • Tags unique to penzai: neural-networks, fine-tuning, python, visualization.

When NOT to use penzai

  • Last GitHub push was 385 days ago (dormant maintenance, Jun 22, 2025). Validate activity before betting a new project on penzai.
  • Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
GitHubDetails

Explore

1Panel trust report →penzai trust report →AI Agents category →Developer Tools category →All comparisonsStack workflowsTrending tools

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: 1Panel 36k · penzai 1.9k (synced Jul 11, 2026).

Common questions

What is the difference between 1Panel and penzai?
1Panel: A modern, open-source VPS control panel with native AI agent support. penzai: A JAX research toolkit for building, editing, and visualizing neural networks.. See the comparison table for live GitHub stats and shared categories.
When should I choose 1Panel over penzai?
Choose 1Panel over penzai when 1Panel is primarily Go; penzai is Python; License: 1Panel is GPL-3.0, penzai is Apache-2.0; 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 penzai over 1Panel?
Choose penzai over 1Panel when penzai is primarily Python; 1Panel is Go; License: penzai is Apache-2.0, 1Panel is GPL-3.0; Tags unique to penzai: neural-networks, fine-tuning, python, visualization.
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 penzai?
Last GitHub push was 385 days ago (dormant maintenance, Jun 22, 2025). Validate activity before betting a new project on penzai. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Is 1Panel or penzai more popular on GitHub?
1Panel has more GitHub stars (36,174 vs 1,893). Stars measure visibility, not whether either tool fits your constraints.
Are 1Panel and penzai open source?
Yes - both are open-source projects on GitHub (1Panel: GPL-3.0, penzai: Apache-2.0).
Where can I find alternatives to 1Panel or penzai?
GraphCanon lists graph-backed alternatives at 1Panel alternatives and penzai alternatives (1Panel markdown twin, penzai 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 penzai?
1Panel: Very active. penzai: Dormant. 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 penzai?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: 1Panel trust report; penzai trust report.