S3 AI Agent
by pat-jj[EMNLP'25] s3 - ⚡ Efficient & Effective Search Agent Training via RL for RAG (RLVR for Search with Minimal Data)
S3 is an open-source ai agent by pat-jj, written mainly in Python, with 849 GitHub stars and the Apache-2.0 license. Its code was last updated Nov 5, 2025.
Scan summary: scanned Nov 5, 2026 at commit ba08d58. 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
ba08d58 · 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.
Flagged. This check found an issue. See the findings below.Secrets scanfailFlagged. This check found an issue. See the findings below.
Flagged. This check found an issue. See the findings below.Dependency audit154 known vulnerabilitiesfailFlagged. This check found an issue. See the findings below.
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 (16)
- highHigh. Something risky that needs a close look before you install.secrets issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Deserializes data with pickle/marshal, which can execute code.
verl/protocol.py:222 - 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.
verl/utils/hdfs_io.py:136 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpcore2@2.9.1: 1 known vulnerabilityPYSEC-2026-3844
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpx2@2.9.1: 5 known vulnerabilitiesPYSEC-2026-3845, PYSEC-2026-3846, PYSEC-2026-3847, PYSEC-2026-3848, PYSEC-2026-3849
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.setuptools@9.1.0: 4 known vulnerabilitiesPYSEC-2022-43012, PYSEC-2025-49, PYSEC-2026-1918, PYSEC-2026-3447
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.transformers@5.9.0: 1 known vulnerabilityPYSEC-2026-3929
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.uvicorn@0.9.1: 2 known vulnerabilitiesPYSEC-2020-150, PYSEC-2020-151
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Install or build failed in a clean environmentng>", line 24, in <module> RuntimeError: Cannot find CUDA_HOME. CUDA must be available in order to build the package. hint: `vllm` (v0.1.3) was included because `verl` (v0.1) depends on `vllm<=0.6.3` hint: Build failures usually indicate a problem with the package or the build environment
- lowLow. Minor, or common in normal tools. Shown for information.diskcache@5.6.3: 1 known vulnerabilityPYSEC-2026-2447
requirements.txt - 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
Automated result for the commit shown. See our scan policy. View the scan log
Maintainers can claim the listing to rescan, or dispute a result.
S3 alternatives
View more →Similar ai agents in Data Science & ML, ranked by GitHub stars. Compare licence, recent activity and scan status before you choose.
| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| S3 (this page) pat-jj | 849 | Apache-2.0 | Nov 5, 2025 | Scanned, no flagged issues |
| Ragflow infiniflow | 93k | Apache-2.0 | Oct 31, 2026 | Scanned, no flagged issues |
| Cherry Studio CherryHQ | 53k | AGPL-3.0 | Nov 1, 2026 | Scanned, no flagged issues |
| PageIndex VectifyAI | 40k | MIT | Oct 29, 2026 | Scanned, no flagged issues |
| Graphiti getzep | 32k | Apache-2.0 | Nov 1, 2026 | Scanned, no flagged issues |
| Cua trycua | 31k | MIT | Nov 1, 2026 | Scanned, no flagged issues |