--- title: "1Panel vs PPOCoder" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/1panel-dev-1panel-vs-reddy-lab-code-research-ppocoder" tools: ["1panel-dev-1panel", "reddy-lab-code-research-ppocoder"] --- # 1Panel vs PPOCoder *GraphCanon updated Jul 11, 2026* ## Verdict Pick 1Panel when 1Panel is primarily Go; PPOCoder is Python; pick PPOCoder when pPOCoder is primarily Python; 1Panel is Go. [1Panel](https://1panel.pro) reports 36k GitHub stars, 3.2k forks, and 278 open issues, last pushed Jul 10, 2026. [PPOCoder](https://openreview.net/forum?id=0XBuaxqEcG) has 116 stars, 12 forks, and 3 open issues, last pushed Jan 9, 2024. Figures are from public GitHub metadata via [1Panel's repository](https://github.com/1Panel-dev/1Panel) and [PPOCoder's repository](https://github.com/reddy-lab-code-research/PPOCoder). | | [1Panel](/tools/1panel-dev-1panel.md) | [PPOCoder](/tools/reddy-lab-code-research-ppocoder.md) | | --- | --- | --- | | Tagline | A modern, open-source VPS control panel with native AI agent support | Code for the TMLR 2023 paper "PPOCoder: Execution-based Code Generation using Deep Reinforcement Learning" | | Stars | 36,174 | 116 | | Forks | 3,242 | 12 | | Open issues | 278 | 3 | | Language | Go | Python | | Adopt for | 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. | - | | Persona | - | - | | Runtime | - | - | | License | GPL-3.0 | MIT | | Categories | AI Agents, Developer Tools | Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [1Panel](/tools/1panel-dev-1panel.md) | [PPOCoder](/tools/reddy-lab-code-research-ppocoder.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 1d | 914d | | Open issues (now) | 278 | 3 | | Security scan | No lockfile | 194 low (194 low) | | Full report | [trust report](/tools/1panel-dev-1panel/trust.md) | [trust report](/tools/reddy-lab-code-research-ppocoder/trust.md) | ## Decision facts: 1Panel - **Requirements:** Min 1 GB RAM; Linux VPS required (Debian / Ubuntu / CentOS / Rocky) - **Adopt for:** 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. ## Choose when ### 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. ### 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 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 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. ## 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](/tools/1panel-dev-1panel/alternatives) and [PPOCoder alternatives](/tools/reddy-lab-code-research-ppocoder/alternatives) ([1Panel markdown twin](/tools/1panel-dev-1panel/alternatives.md), [PPOCoder markdown twin](/tools/reddy-lab-code-research-ppocoder/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/1panel-dev-1panel-vs-reddy-lab-code-research-ppocoder.md) 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](/tools/1panel-dev-1panel/trust); [PPOCoder trust report](/tools/reddy-lab-code-research-ppocoder/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=1panel-dev-1panel`](/api/graphcanon/graph?tool=1panel-dev-1panel) - 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/_