--- title: "1Panel vs scalene" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/1panel-dev-1panel-vs-plasma-umass-scalene" tools: ["1panel-dev-1panel", "plasma-umass-scalene"] --- # 1Panel vs scalene *GraphCanon updated Jul 11, 2026* ## Verdict Pick 1Panel when 1Panel is primarily Go; scalene is Python; pick scalene when scalene 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. [scalene](https://github.com/plasma-umass/scalene) has 13k stars, 435 forks, and 151 open issues, last pushed Jul 5, 2026. Figures are from public GitHub metadata via [1Panel's repository](https://github.com/1Panel-dev/1Panel) and [scalene's repository](https://github.com/plasma-umass/scalene). | | [1Panel](/tools/1panel-dev-1panel.md) | [scalene](/tools/plasma-umass-scalene.md) | | --- | --- | --- | | Tagline | A modern, open-source VPS control panel with native AI agent support | Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals | | Stars | 36,174 | 13,467 | | Forks | 3,242 | 435 | | Open issues | 278 | 151 | | 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 | Apache-2.0 | | 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) | [scalene](/tools/plasma-umass-scalene.md) | | --- | --- | --- | | Days since push | 1d | 6d | | Open issues (now) | 278 | 151 | | Security scan | No lockfile | 18 low (18 low) | | Full report | [trust report](/tools/1panel-dev-1panel/trust.md) | [trust report](/tools/plasma-umass-scalene/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; scalene is Python. - License: 1Panel is GPL-3.0, scalene is Apache-2.0. - 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 scalene if… - scalene is primarily Python; 1Panel is Go. - License: scalene is Apache-2.0, 1Panel is GPL-3.0. - Tags unique to scalene: cpu, cpu-profiling, gpu, gpu-programming. ## 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 scalene - 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 scalene? 1Panel: A modern, open-source VPS control panel with native AI agent support. scalene: Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals. See the comparison table for live GitHub stats and shared categories. ### When should I choose 1Panel over scalene? Choose 1Panel over scalene when 1Panel is primarily Go; scalene is Python; License: 1Panel is GPL-3.0, scalene is Apache-2.0; 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 scalene over 1Panel? Choose scalene over 1Panel when scalene is primarily Python; 1Panel is Go; License: scalene is Apache-2.0, 1Panel is GPL-3.0; Tags unique to scalene: cpu, cpu-profiling, gpu, gpu-programming. ### 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 scalene? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is 1Panel or scalene more popular on GitHub? 1Panel has more GitHub stars (36,174 vs 13,467). Stars measure visibility, not whether either tool fits your constraints. ### Are 1Panel and scalene open source? Yes - both are open-source projects on GitHub (1Panel: GPL-3.0, scalene: Apache-2.0). ### Where can I find alternatives to 1Panel or scalene? GraphCanon lists graph-backed alternatives at [1Panel alternatives](/tools/1panel-dev-1panel/alternatives) and [scalene alternatives](/tools/plasma-umass-scalene/alternatives) ([1Panel markdown twin](/tools/1panel-dev-1panel/alternatives.md), [scalene markdown twin](/tools/plasma-umass-scalene/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-plasma-umass-scalene.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, 1Panel or scalene? 1Panel: Very active. scalene: Very active. 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 scalene? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [1Panel trust report](/tools/1panel-dev-1panel/trust); [scalene trust report](/tools/plasma-umass-scalene/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/_