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Comparison

1Panel vs PPOCoder

Verdict

Pick 1Panel when 1Panel is primarily Go; PPOCoder is Python; pick PPOCoder when pPOCoder is primarily Python; 1Panel is Go.

Markdown twin · 1Panel alternatives · PPOCoder alternatives

GraphCanon updated today

1Panel logo

1Panel

1Panel-dev/1Panel

★ 36kpushed Jul 10, 2026
vs
PPOCoder logo

PPOCoder

reddy-lab-code-research/PPOCoder

★ 116pushed Jan 9, 2024

Trust & integrity

Signal1PanelPPOCoder
Maintenance
Very active (1d since push)
As of today · github_public_v1
Dormant (914d 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
194 low (194 low)
As of today · osv@v1
1Panel trust reportPPOCoder trust reportTrust methodology

Tagline

1Panel
A modern, open-source VPS control panel with native AI agent support
PPOCoder
Code for the TMLR 2023 paper "PPOCoder: Execution-based Code Generation using Deep Reinforcement Learning"

Stars

1Panel
36k
PPOCoder
116

Forks

1Panel
3.2k
PPOCoder
12

Open issues

1Panel
278
PPOCoder
3

Language

1Panel
Go
PPOCoder
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.
PPOCoder
-

Persona

1Panel
-
PPOCoder
-

Runtime

1Panel
-
PPOCoder
-

License

1Panel
GPL-3.0
PPOCoder
MIT

Last pushed

1Panel
Jul 10, 2026
PPOCoder
Jan 9, 2024

Categories

1Panel
AI Agents, Developer Tools
PPOCoder
Developer Tools

Trust and health

Maintenance

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

Days since push

1Panel
1d
PPOCoder
914d

Open issues (now)

1Panel
278
PPOCoder
3

Security scan

1Panel
No lockfile
PPOCoder
194 low (194 low)

Full report

1Panel
Trust report
PPOCoder
Trust report

Choose 1Panel if…

  • 1Panel is primarily Go; PPOCoder is Python.
  • License: 1Panel is GPL-3.0, PPOCoder is MIT.
  • Requirements: Min 1 GB RAM; Linux VPS required (Debian / Ubuntu / CentOS / Rocky).
  • Tags unique to 1Panel: agent, docker, linux, ollama.
  • 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 PPOCoder if…

  • PPOCoder is primarily Python; 1Panel is Go.
  • License: PPOCoder is MIT, 1Panel is GPL-3.0.
  • Tags unique to PPOCoder: code-generation, deep-reinforcement-learning, language-model, programming-language.

When NOT to use PPOCoder

  • Last GitHub push was 914 days ago (dormant maintenance, Jan 9, 2024). Validate activity before betting a new project on PPOCoder.
  • Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
GitHubDetails

Explore

1Panel trust report →PPOCoder 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 · PPOCoder 116 (synced Jul 11, 2026).

Common questions

What is the difference between 1Panel and PPOCoder?
1Panel: A modern, open-source VPS control panel with native AI agent support. PPOCoder: Code for the TMLR 2023 paper "PPOCoder: Execution-based Code Generation using Deep Reinforcement Learning". See the comparison table for live GitHub stats and shared categories.
When should I choose 1Panel over PPOCoder?
Choose 1Panel over PPOCoder when 1Panel is primarily Go; PPOCoder is Python; License: 1Panel is GPL-3.0, PPOCoder is MIT; Requirements: Min 1 GB RAM; Linux VPS required (Debian / Ubuntu / CentOS / Rocky); Tags unique to 1Panel: agent, docker, linux, ollama; Also covers AI Agents; - You require native support for running Ollama models directly through your VPS control panel.
When should I choose PPOCoder over 1Panel?
Choose PPOCoder over 1Panel when PPOCoder is primarily Python; 1Panel is Go; License: PPOCoder is MIT, 1Panel is GPL-3.0; Tags unique to PPOCoder: code-generation, deep-reinforcement-learning, language-model, programming-language.
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 PPOCoder?
Last GitHub push was 914 days ago (dormant maintenance, Jan 9, 2024). Validate activity before betting a new project on PPOCoder. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Is 1Panel or PPOCoder more popular on GitHub?
1Panel has more GitHub stars (36,174 vs 116). Stars measure visibility, not whether either tool fits your constraints.
Are 1Panel and PPOCoder open source?
Yes - both are open-source projects on GitHub (1Panel: GPL-3.0, PPOCoder: MIT).
Where can I find alternatives to 1Panel or PPOCoder?
GraphCanon lists graph-backed alternatives at 1Panel alternatives and PPOCoder alternatives (1Panel markdown twin, PPOCoder 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 PPOCoder?
1Panel: Very active. PPOCoder: 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 PPOCoder?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: 1Panel trust report; PPOCoder trust report.