RAGEN AI Agent
by mll-lab-nuAgent RL framework for LLM agents: multi-turn reinforcement learning with StarPO and reasoning-collapse diagnostics
RAGEN is an open-source ai agent by mll-lab-nu, written mainly in Python, with 2,832 GitHub stars and the MIT license. Its code was last updated Oct 28, 2026.
Scan summary: scanned Nov 5, 2026 at commit 9d021fc. Seen able to run shell commands, run dynamic code. Scan policy
ScannedScanned. The automated checks below ran on the commit shown. Read each line for what was and was not covered.
Full scan at
9d021fc · Nov 5, 2026 ScannedStatic, secrets and dependency checks completed with no critical findings.
Warning. This check found something worth reading in the findings below. It is not proof of a problem.Static code scanwarnWarning. This check found something worth reading in the findings below. It is not proof of a problem.
Passed. This check ran and found nothing it flags.Secrets scanpassPassed. This check ran and found nothing it flags.
Passed. This check ran and found nothing it flags.Dependency audit0 known vulnerabilitiespassPassed. This check ran and found nothing it flags.
Warning. This check found something worth reading in the findings below. It is not proof of a problem.ManifestnonewarnWarning. This check found something worth reading in the findings below. It is not proof of a problem.
Flagged. This check found an issue. See the findings below.BuildfailFlagged. This check found an issue. See the findings below.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Boot & handshaken/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Network egressn/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Reproducible (×3)n/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Findings (4)
- highHigh. Something risky that needs a close look before you install.code-execution issueDetails are available to the maintainer after claiming this listing.
- mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Runs shell commands. Fine for some tools, but it means the agent can run anything your user can.
scripts/download_data.py:18 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Install or build failed in a clean environment86_64'}==0.1.16, we can conclude that vllm==0.8.2 cannot be used. And because ragen==0.1 depends on vllm==0.8.2, we can conclude that ragen==0.1 cannot be used. And because only ragen==0.1 is available and you require ragen, we can conclude that your requirements are unsatisfiable.
- lowLow. Minor, or common in normal tools. Shown for information.No manifest declaring network access and environment variables (agent.json)
Network activity
During install
files.pythonhosted.orgpypi.org
While running
Not run — the code wasn't started in this scan
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| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| RAGEN (this page) mll-lab-nu | 2.8k | MIT | Oct 28, 2026 | Scanned, no flagged issues |
| Prompt Engineering Guide dair-ai | 80k | MIT | Mar 11, 2026 | Scanned, no flagged issues |
| Learn Claude Code shareAI-lab | 80k | MIT | Oct 27, 2026 | Scanned, no flagged issues |
| AI Engineering From Scratch rohitg00 | 76k | MIT | Oct 29, 2026 | Scanned, no flagged issues |
| Front End Checklist thedaviddias | 75k | MIT | Oct 31, 2026 | Scanned, no flagged issues |
| System Prompts Leaks asgeirtj | 71k | CC0-1.0 | Nov 1, 2026 | Scanned, no flagged issues |