Comparison
1Panel vs FLAML
Verdict
Pick 1Panel when 1Panel is primarily Go; FLAML is Jupyter Notebook; pick FLAML when fLAML is primarily Jupyter Notebook; 1Panel is Go.
Markdown twin · 1Panel alternatives · FLAML alternatives
GraphCanon updated today
Trust & integrity
| Signal | 1Panel | FLAML |
|---|---|---|
| Maintenance | Very active (1d since push) As of today · github_public_v1 | Very active (0d 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 |
Tagline
- 1Panel
- A modern, open-source VPS control panel with native AI agent support
- FLAML
- A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
Stars
- 1Panel
- 36k
- FLAML
- 4.4k
Forks
- 1Panel
- 3.2k
- FLAML
- 558
Open issues
- 1Panel
- 278
- FLAML
- 182
Language
- 1Panel
- Go
- FLAML
- Jupyter Notebook
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.
- FLAML
- -
Persona
- 1Panel
- -
- FLAML
- -
Runtime
- 1Panel
- -
- FLAML
- -
License
- 1Panel
- GPL-3.0
- FLAML
- MIT
Last pushed
- 1Panel
- Jul 10, 2026
- FLAML
- Jul 11, 2026
Categories
- 1Panel
- AI Agents, Developer Tools
- FLAML
- Developer Tools
Trust and health
Days since push
- 1Panel
- 1d
- FLAML
- 0d
Open issues (now)
- 1Panel
- 278
- FLAML
- 182
Full report
- 1Panel
- Trust report
- FLAML
- Trust report
Choose 1Panel if…
- 1Panel is primarily Go; FLAML is Jupyter Notebook.
- License: 1Panel is GPL-3.0, FLAML is MIT.
- 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.
Choose FLAML if…
- FLAML is primarily Jupyter Notebook; 1Panel is Go.
- License: FLAML is MIT, 1Panel is GPL-3.0.
- Tags unique to FLAML: automl, data-science, hyperparam, deep-learning.
- FLAML ships Docker support for self-hosted deployment.
When NOT to use FLAML
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (1Panel-dev/1Panel) · observed Jul 11, 2026
- GitHub forks (1Panel-dev/1Panel) · observed Jul 11, 2026
- Last push (1Panel-dev/1Panel) · observed Jul 10, 2026
- License file (GPL-3.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (microsoft/FLAML) · observed Jul 11, 2026
- GitHub forks (microsoft/FLAML) · observed Jul 11, 2026
- Last push (microsoft/FLAML) · observed Jul 11, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: 1Panel 36k · FLAML 4.4k (synced Jul 11, 2026).
Common questions
- What is the difference between 1Panel and FLAML?
- 1Panel: A modern, open-source VPS control panel with native AI agent support. FLAML: A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.. See the comparison table for live GitHub stats and shared categories.
- When should I choose 1Panel over FLAML?
- Choose 1Panel over FLAML when 1Panel is primarily Go; FLAML is Jupyter Notebook; License: 1Panel is GPL-3.0, FLAML is MIT; 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 FLAML over 1Panel?
- Choose FLAML over 1Panel when FLAML is primarily Jupyter Notebook; 1Panel is Go; License: FLAML is MIT, 1Panel is GPL-3.0; Tags unique to FLAML: automl, data-science, hyperparam, deep-learning; FLAML ships Docker support for self-hosted deployment.
- 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 FLAML?
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- Is 1Panel or FLAML more popular on GitHub?
- 1Panel has more GitHub stars (36,174 vs 4,373). Stars measure visibility, not whether either tool fits your constraints.
- Are 1Panel and FLAML open source?
- Yes - both are open-source projects on GitHub (1Panel: GPL-3.0, FLAML: MIT).
- Where can I find alternatives to 1Panel or FLAML?
- GraphCanon lists graph-backed alternatives at 1Panel alternatives and FLAML alternatives (1Panel markdown twin, FLAML 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 FLAML?
- 1Panel: Very active. FLAML: 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 FLAML?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: 1Panel trust report; FLAML trust report.