AgentBench AI Agent
by THUDMA Comprehensive Benchmark to Evaluate LLMs as Agents (ICLR'24)
AgentBench is an open-source ai agent by THUDM, written mainly in Python, with 3,804 GitHub stars and the Apache-2.0 license. Its code was last updated Feb 8, 2026.
Scan summary: scanned Nov 5, 2026 at commit d1e4a10. Seen able to run dynamic code, connect to the internet. 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
d1e4a10 · Nov 5, 2026 ScannedStatic, secrets and dependency checks completed with no critical findings. BuildsIt installed from a fresh machine.
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 audit216 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.
Passed. This check ran and found nothing it flags.BuildpassPassed. This check ran and found nothing it flags.
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 (29)
- 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.
- 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.Contacts a hard-coded IP address instead of a domain name.
data/os_interaction/scripts/6/collecting.py:12 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/client/agents/http_agent.py:22 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Contacts a hard-coded IP address instead of a domain name.
src/server/tasks/knowledgegraph/utils/sparql_executer.py:20 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.accelerate@0.23.0: 1 known vulnerabilityPYSEC-2026-3804
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.fastapi@0.101.1: 1 known vulnerabilityPYSEC-2024-38
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.fschat@0.2.36: 6 known vulnerabilitiesPYSEC-2026-1394, PYSEC-2026-1395, PYSEC-2026-1396, PYSEC-2026-1397, PYSEC-2026-1398 +1 more
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.mysql-connector-python@8.0.33: 1 known vulnerabilityPYSEC-2026-1685
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.urllib3@1.26.20: 7 known vulnerabilitiesPYSEC-2026-141, PYSEC-2026-1994, PYSEC-2026-1996, PYSEC-2026-1998, PYSEC-2026-1999 +2 more
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.protobuf@3.20.3: 2 known vulnerabilitiesPYSEC-2026-1805, PYSEC-2026-1806
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.starlette@0.27.0: 7 known vulnerabilitiesPYSEC-2026-161, PYSEC-2026-1941, PYSEC-2026-1943, PYSEC-2026-2280, PYSEC-2026-2281 +2 more
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.torch@2.9.1: 4 known vulnerabilitiesPYSEC-2026-139, PYSEC-2026-2286, GHSA-qfhq-4f3w-5fph, GHSA-rrmf-rvhw-rf47
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.flask@2.1.2: 2 known vulnerabilitiesPYSEC-2023-62, PYSEC-2026-2151
src/server/tasks/webshop/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.selenium@4.9.1: 1 known vulnerabilityPYSEC-2023-206
src/server/tasks/webshop/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.flask@2.1.3: 2 known vulnerabilitiesPYSEC-2023-62, PYSEC-2026-2151
src/server/tasks/webshop/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
src/server/tasks/webshop/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.requests@2.28.2: 4 known vulnerabilitiesPYSEC-2023-74, PYSEC-2026-1872, PYSEC-2026-1873, PYSEC-2026-2275
requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.tqdm@4.65.2: 1 known vulnerabilityPYSEC-2026-1976
requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.idna@3.9.0: 2 known vulnerabilitiesPYSEC-2026-215, PYSEC-2026-215
requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.pygments@2.9.0: 2 known vulnerabilitiesPYSEC-2023-117, PYSEC-2026-2987
src/server/tasks/webshop/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
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|---|---|---|---|---|
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