AgentArk AI Agent
[NeurIPS'26] Official Implementation for AgentArk: Distilling Multi-Agent Intelligence into a Single LLM Agent(https://arxiv.org/abs/2602.03955)
AgentArk is an open-source ai agent by AIFrontierLab, written mainly in Python, with 266 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 29, 2026.
Scan summary: scanned Nov 5, 2026 at commit b674f54. Seen able to run shell commands, run dynamic code. Scan policy
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Full scan at
b674f54 · 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.
Flagged. This check found an issue. See the findings below.Dependency audit180 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 (32)
- highHigh. Something risky that needs a close look before you install.code-execution issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.code-execution issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.code-execution issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.code-execution issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.code-execution 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.
- 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.Runs shell commands. Fine for some tools, but it means the agent can run anything your user can.
methods/autogen/autogen_main.py:136 - 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.
methods/chatdev/chatdev_srdd.py:516 - 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.
methods/chatdev/chatdev_srdd.py:525 - 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.
methods/chatdev/chatdev_srdd.py:564 - 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.
methods/evomac/evomac_main.py:142 - 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.
methods/evomac/evomac_main.py:151 - 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.
methods/macnet/macnet_srdd.py:97 - 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.
methods/macnet/macnet_srdd.py:106 - 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.
methods/mapcoder/func_evaluate.py:30 - 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.
methods/mapcoder/func_evaluate.py:39 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.py@1.8.0: 1 known vulnerabilityPYSEC-2020-92
eval/latex2sympy/dev-requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.deepspeed@0.15.0: 1 known vulnerabilityPYSEC-2024-109
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.flash-attn@2.7.0.post2: 1 known vulnerabilityPYSEC-2026-2477
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.accelerate@1.9.0: 1 known vulnerabilityPYSEC-2026-3804
requirements.txt - 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.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 environmentf `flash-attn` is a first-party package, consider adding `torch` to its `build-system.requires`. Otherwise, either add it to your `pyproject.toml` under: [tool.uv.extra-build-dependencies] flash-attn = ["torch"] or `uv pip install torch` into the environment and re-run with `--no-build-isolation`.
- lowLow. Minor, or common in normal tools. Shown for information.pytest@5.2.2: 1 known vulnerabilityPYSEC-2026-1845
eval/latex2sympy/dev-requirements.txt - 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
api.github.comfiles.pythonhosted.orggithub.compypi.orgraw.githubusercontent.com
While running
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