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Comparison

1Panel vs SPPO

Verdict

Pick 1Panel when 1Panel is primarily Go; SPPO is Python; pick SPPO when sPPO is primarily Python; 1Panel is Go.

Markdown twin · 1Panel alternatives · SPPO alternatives

GraphCanon updated today

1Panel logo

1Panel

1Panel-dev/1Panel

★ 36kpushed Jul 10, 2026
vs
SPPO logo

SPPO

uclaml/SPPO

★ 589pushed Jan 23, 2025

Trust & integrity

Signal1PanelSPPO
Maintenance
Very active (1d since push)
As of today · github_public_v1
Dormant (534d since push)
As of today · github_public_v1
Provenance
Not a fork · Organization account
As of today · github_public_v1
Not a fork · Personal account
As of today · github_public_v1
Security (OSV)
No lockfile
As of today · none
No lockfile
As of today · none
1Panel trust reportSPPO trust reportTrust methodology

Tagline

1Panel
A modern, open-source VPS control panel with native AI agent support
SPPO
The official implementation of Self-Play Preference Optimization (SPPO)

Stars

1Panel
36k
SPPO
589

Forks

1Panel
3.2k
SPPO
48

Open issues

1Panel
278
SPPO
15

Language

1Panel
Go
SPPO
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.
SPPO
-

Persona

1Panel
-
SPPO
-

Runtime

1Panel
-
SPPO
-

License

1Panel
GPL-3.0
SPPO
Apache-2.0

Last pushed

1Panel
Jul 10, 2026
SPPO
Jan 23, 2025

Categories

1Panel
AI Agents, Developer Tools
SPPO
Developer Tools

Trust and health

Maintenance

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

Days since push

1Panel
1d
SPPO
534d

Open issues (now)

1Panel
278
SPPO
15

Owner type

1Panel
Organization
SPPO
User

Full report

1Panel
Trust report
SPPO
Trust report

Choose 1Panel if…

  • 1Panel is primarily Go; SPPO is Python.
  • License: 1Panel is GPL-3.0, SPPO 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 SPPO if…

  • SPPO is primarily Python; 1Panel is Go.
  • License: SPPO is Apache-2.0, 1Panel is GPL-3.0.
  • Tags unique to SPPO: deep-learning, fine-tuning, rlhf, python.

When NOT to use SPPO

  • Last GitHub push was 535 days ago (dormant maintenance, Jan 23, 2025). Validate activity before betting a new project on SPPO.
  • Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
GitHubDetails

Explore

1Panel trust report →SPPO 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 · SPPO 589 (synced Jul 11, 2026).

Common questions

What is the difference between 1Panel and SPPO?
1Panel: A modern, open-source VPS control panel with native AI agent support. SPPO: The official implementation of Self-Play Preference Optimization (SPPO). See the comparison table for live GitHub stats and shared categories.
When should I choose 1Panel over SPPO?
Choose 1Panel over SPPO when 1Panel is primarily Go; SPPO is Python; License: 1Panel is GPL-3.0, SPPO 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 SPPO over 1Panel?
Choose SPPO over 1Panel when SPPO is primarily Python; 1Panel is Go; License: SPPO is Apache-2.0, 1Panel is GPL-3.0; Tags unique to SPPO: deep-learning, fine-tuning, rlhf, python.
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 SPPO?
Last GitHub push was 535 days ago (dormant maintenance, Jan 23, 2025). Validate activity before betting a new project on SPPO. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Is 1Panel or SPPO more popular on GitHub?
1Panel has more GitHub stars (36,174 vs 589). Stars measure visibility, not whether either tool fits your constraints.
Are 1Panel and SPPO open source?
Yes - both are open-source projects on GitHub (1Panel: GPL-3.0, SPPO: Apache-2.0).
Where can I find alternatives to 1Panel or SPPO?
GraphCanon lists graph-backed alternatives at 1Panel alternatives and SPPO alternatives (1Panel markdown twin, SPPO 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 SPPO?
1Panel: Very active. SPPO: 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 SPPO?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: 1Panel trust report; SPPO trust report.