Zenml AI Agent
by zenml-ioZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.
Zenml is an open-source ai agent by zenml-io, written mainly in Python, with 5,633 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 30, 2026.
Scan summary: scanned Nov 5, 2026 at commit 2babcd8. Seen able to run shell commands, run dynamic code, read environment and secrets, connect to the internet. Scan policy
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2babcd8 · 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.
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 audit1103 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 (70)
- highHigh. Something risky that needs a close look before you install.credential-access issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.credential-access issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.credential-access issueDetails are available to the maintainer after claiming this listing.
- 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.secrets issueDetails are available to the maintainer after claiming this listing.
- 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.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.
- 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.
src/zenml/cli/integration.py:237 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/cli/service_connectors.py:905 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/cli/service_connectors.py:1619 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/cli/stack.py:375 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/cli/stack_components.py:549 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/cli/stack_components.py:1746 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/client.py:7868 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Deserializes data with pickle/marshal, which can execute code.
src/zenml/integrations/huggingface/steps/accelerate_runner.py:127 - 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.
src/zenml/integrations/spark/step_operators/spark_step_operator.py:256 - 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.
src/zenml/utils/pipeline_docker_image_builder.py:530 - 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.
src/zenml/utils/pipeline_docker_image_builder.py:619 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/zen_stores/secrets_stores/service_connector_secrets_store.py:156 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/zen_stores/sql_zen_store.py:7136 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/zen_stores/sql_zen_store.py:7652 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/zen_stores/sql_zen_store.py:12480 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Turns off TLS certificate checking, allowing traffic interception.
src/zenml/zen_stores/sql_zen_store.py:13225 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpcore2@2.9.1: 11 known vulnerabilitiesPYSEC-2026-3844, PYSEC-2026-3844, PYSEC-2026-3844, PYSEC-2026-3844, PYSEC-2026-3844 +6 more
examples/agent_comparison/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpx2@2.9.1: 55 known vulnerabilitiesPYSEC-2026-3845, PYSEC-2026-3846, PYSEC-2026-3847, PYSEC-2026-3848, PYSEC-2026-3849 +50 more
examples/agent_comparison/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.strands-agents@1.9.1: 3 known vulnerabilitiesGHSA-3w55-933p-8pv5, GHSA-4v6f-7vjh-6x4m, GHSA-763v-5pjm-fx36
examples/agent_framework_integrations/aws_strands/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.python-multipart@0.0.9: 88 known vulnerabilitiesPYSEC-2026-1851, PYSEC-2026-1852, PYSEC-2026-3036, PYSEC-2026-3037, PYSEC-2026-3038 +83 more
examples/agent_framework_integrations/aws_strands/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.tqdm@4.9.0: 8 known vulnerabilitiesPYSEC-2017-74, PYSEC-2026-1976, PYSEC-2017-74, PYSEC-2026-1976, PYSEC-2017-74 +3 more
examples/agent_framework_integrations/aws_strands/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pypdf@6.9.2: 50 known vulnerabilitiesPYSEC-2026-3004, PYSEC-2026-3006, PYSEC-2026-3007, PYSEC-2026-3009, PYSEC-2026-3010 +45 more
examples/agent_framework_integrations/llama_index/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.requests@2.9.2: 10 known vulnerabilitiesPYSEC-2018-28, PYSEC-2023-74, PYSEC-2026-1872, PYSEC-2026-1873, PYSEC-2026-2275 +5 more
examples/agent_framework_integrations/openai_agents_sdk/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pydantic-ai-slim@2.9.1: 8 known vulnerabilitiesPYSEC-2026-4283, PYSEC-2026-4284, PYSEC-2026-4286, PYSEC-2026-4287, PYSEC-2026-4288 +3 more
examples/agent_framework_integrations/pydanticai/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pymongo@4.9.2: 5 known vulnerabilitiesPYSEC-2026-4294, PYSEC-2026-4295, PYSEC-2026-4296, PYSEC-2026-4297, GHSA-98qm-wvgf-w4cf
examples/computer_vision/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.torch@2.9.1: 12 known vulnerabilitiesPYSEC-2026-139, PYSEC-2026-2286, GHSA-qfhq-4f3w-5fph, GHSA-rrmf-rvhw-rf47, PYSEC-2026-139 +7 more
examples/hydra_config_management/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.urllib3@2.0.7: 8 known vulnerabilitiesPYSEC-2026-141, PYSEC-2026-1994, PYSEC-2026-1995, PYSEC-2026-1996, PYSEC-2026-1998 +3 more
examples/lakefs_data_versioning/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pydantic-ai@1.0: 3 known vulnerabilitiesPYSEC-2026-2976, PYSEC-2026-4274, PYSEC-2026-4275
examples/sandbox_pydantic_ai/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Executes dynamically built code (eval / new Function / vm).
docs/_static/klaro.max.js:2763 - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Runs shell commands. Fine for some tools, but it means the agent can run anything your user can.
docs/mkdocstrings_helper.py:188 - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Runs shell commands. Fine for some tools, but it means the agent can run anything your user can.
scripts/test_integration_pairs.py:55 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header2 matches in this file
docs/book/api-docs/oss-api/oss-api/getting-started.md:59 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: jwt
docs/book/api-docs/oss-api/oss-api/getting-started.md:120 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: jwt2 matches in this file
docs/book/getting-started/zenml-pro/service-accounts.md:90 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header4 matches in this file
docs/book/getting-started/zenml-pro/service-accounts.md:32 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: jwt2 matches in this file
docs/book/getting-started/zenml-pro/personal-access-tokens.md:102 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header4 matches in this file
docs/book/getting-started/zenml-pro/personal-access-tokens.md:44 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
docs/book/how-to/steps-pipelines/streaming_events.md:95 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
docs/mkdocs/overrides/main.html:7 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
docs/book/getting-started/deploying-zenml/deploy-with-helm.md:356 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
docs/book/user-guide/tutorial/trigger-pipelines-from-external-systems.md:882 - lowLow. Minor, or common in normal tools. Shown for information.langgraph@1.2.9: 1 known vulnerabilityGHSA-3fx2-cqw9-xr3c
examples/agent_comparison/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.idna@3.9.0: 12 known vulnerabilitiesPYSEC-2026-215, PYSEC-2026-215, PYSEC-2026-215, PYSEC-2026-215, PYSEC-2026-215 +7 more
examples/agent_framework_integrations/aws_strands/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.opentelemetry-api@1.43.0: 10 known vulnerabilitiesGHSA-xcq7-p3pf-p88h, GHSA-xcq7-p3pf-p88h, GHSA-xcq7-p3pf-p88h, GHSA-xcq7-p3pf-p88h, GHSA-xcq7-p3pf-p88h +5 more
examples/agent_framework_integrations/google_adk/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.werkzeug@3.1.1: 4 known vulnerabilitiesPYSEC-2026-2044, PYSEC-2026-2046, PYSEC-2026-2320, PYSEC-2026-4312
examples/agent_framework_integrations/semantic_kernel/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.fiftyone@1.9.0: 1 known vulnerabilityPYSEC-2026-3465
examples/computer_vision/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.paramiko@3.5.1: 1 known vulnerabilityPYSEC-2026-2858
examples/computer_vision/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.datasets@2.12.0: 1 known vulnerabilityPYSEC-2026-3716
examples/e2e_nlp/gradio/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.pygments@2.9.0: 2 known vulnerabilitiesPYSEC-2023-117, PYSEC-2026-2987
examples/e2e_nlp/gradio/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.scipy@1.9.3: 1 known vulnerabilityPYSEC-2023-102
examples/e2e_nlp/gradio/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.pydantic@1.10.9: 1 known vulnerabilityPYSEC-2026-1812
examples/lakefs_data_versioning/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
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