Comparison
1Panel vs google-research
Verdict
Pick 1Panel when 1Panel is primarily Go; google-research is Jupyter Notebook; pick google-research when google-research is primarily Jupyter Notebook; 1Panel is Go.
Markdown twin · 1Panel alternatives · google-research alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | 1Panel | google-research |
|---|---|---|
| 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
- google-research
- Google Research
Stars
- 1Panel
- 36k
- google-research
- 38k
Forks
- 1Panel
- 3.2k
- google-research
- 8.5k
Open issues
- 1Panel
- 278
- google-research
- 2.0k
Language
- 1Panel
- Go
- google-research
- 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.
- google-research
- -
Persona
- 1Panel
- -
- google-research
- -
Runtime
- 1Panel
- -
- google-research
- -
License
- 1Panel
- GPL-3.0
- google-research
- Apache-2.0
Last pushed
- 1Panel
- Jul 10, 2026
- google-research
- Jul 11, 2026
Categories
- 1Panel
- AI Agents, Developer Tools
- google-research
- Developer Tools
Trust and health
Days since push
- 1Panel
- 1d
- google-research
- 0d
Open issues (now)
- 1Panel
- 278
- google-research
- 2.0k
Full report
- 1Panel
- Trust report
- google-research
- Trust report
Choose 1Panel if…
- 1Panel is primarily Go; google-research is Jupyter Notebook.
- License: 1Panel is GPL-3.0, google-research 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.
Choose google-research if…
- google-research is primarily Jupyter Notebook; 1Panel is Go.
- License: google-research is Apache-2.0, 1Panel is GPL-3.0.
- Tags unique to google-research: research, ai, machine-learning, jupyter notebook.
When NOT to use google-research
- 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 (google-research/google-research) · observed Jul 11, 2026
- GitHub forks (google-research/google-research) · observed Jul 11, 2026
- Last push (google-research/google-research) · observed Jul 11, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: 1Panel 36k · google-research 38k (synced Jul 11, 2026).
Common questions
- What is the difference between 1Panel and google-research?
- 1Panel: A modern, open-source VPS control panel with native AI agent support. google-research: Google Research. See the comparison table for live GitHub stats and shared categories.
- When should I choose 1Panel over google-research?
- Choose 1Panel over google-research when 1Panel is primarily Go; google-research is Jupyter Notebook; License: 1Panel is GPL-3.0, google-research 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 google-research over 1Panel?
- Choose google-research over 1Panel when google-research is primarily Jupyter Notebook; 1Panel is Go; License: google-research is Apache-2.0, 1Panel is GPL-3.0; Tags unique to google-research: research, ai, machine-learning, jupyter notebook.
- 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 google-research?
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- Is 1Panel or google-research more popular on GitHub?
- google-research has more GitHub stars (38,353 vs 36,174). Stars measure visibility, not whether either tool fits your constraints.
- Are 1Panel and google-research open source?
- Yes - both are open-source projects on GitHub (1Panel: GPL-3.0, google-research: Apache-2.0).
- Where can I find alternatives to 1Panel or google-research?
- GraphCanon lists graph-backed alternatives at 1Panel alternatives and google-research alternatives (1Panel markdown twin, google-research 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 google-research?
- 1Panel: Very active. google-research: 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 google-research?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: 1Panel trust report; google-research trust report.