AReaL AI Agent
by areal-projectThe RL Bridge for LLM-based Agent Applications. Made Simple & Flexible.
AReaL is an open-source ai agent by areal-project, written mainly in Python, with 5,889 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 31, 2026.
Scan summary: scanned Nov 5, 2026 at commit 9531722. Seen able to run shell commands, run dynamic code. Scan policy
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Full scan at
9531722 · 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 audit471 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 (80)
- 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.
- 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.
areal/infra/data_service/worker/app.py:268 - 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.
areal/infra/utils/launcher.py:324 - 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.
areal/infra/utils/proc.py:179 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Deserializes data with pickle/marshal, which can execute code.
areal/utils/recover.py:131 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpcore2@2.9.1: 1 known vulnerabilityPYSEC-2026-3844
examples/search_agent/tongyi_deepresearch/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
examples/search_agent/tongyi_deepresearch/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.hydra-core@1.4.0.dev1: 4 known vulnerabilitiesPYSEC-2026-4221, PYSEC-2026-4223, PYSEC-2026-4221, PYSEC-2026-4223
requirements-rocm.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.transformers@5.3.0: 6 known vulnerabilitiesPYSEC-2026-3929, PYSEC-2026-4174, GHSA-fgcw-684q-jj6r, PYSEC-2026-3929, PYSEC-2026-4174 +1 more
requirements-rocm.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.accelerate@1.13.0: 1 known vulnerabilityPYSEC-2026-3804
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.aiohttp@3.13.5: 22 known vulnerabilitiesPYSEC-2026-2104, PYSEC-2026-2105, PYSEC-2026-2106, PYSEC-2026-2107, PYSEC-2026-2108 +17 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.aiohttp@3.14.3: 8 known vulnerabilitiesGHSA-2g87-pp6c-29x5, GHSA-494j-54xm-rwp3, GHSA-5wr8-gcqf-gqf3, GHSA-6cjc-53gc-5rqm, GHSA-9xw5-w5jj-pvcg +3 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.cryptography@43.0.3: 6 known vulnerabilitiesPYSEC-2026-1284, PYSEC-2026-2141, PYSEC-2026-35, PYSEC-2026-3553, PYSEC-2026-3554 +1 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.diffusers@0.37.1: 3 known vulnerabilitiesPYSEC-2026-2446, PYSEC-2026-40, PYSEC-2026-41
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.dnspython@2.8.0: 1 known vulnerabilityGHSA-45c3-73f7-pv4m
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.dulwich@0.25.2: 10 known vulnerabilitiesPYSEC-2026-2462, PYSEC-2026-2463, PYSEC-2026-2464, PYSEC-2026-2465, PYSEC-2026-2466 +5 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.filelock@3.29.0: 9 known vulnerabilitiesGHSA-567q-5qvw-pf92, GHSA-69hj-f68j-2879, GHSA-8mx5-7m5m-r77g, GHSA-9vhv-jxww-xfm5, GHSA-cwqr-hh33-gh44 +4 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.fsspec@2026.2.0: 1 known vulnerabilityPYSEC-2026-4217
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.gradio@6.13.0: 3 known vulnerabilitiesPYSEC-2026-211, PYSEC-2026-2178, PYSEC-2026-2179
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.graphql-core@3.2.8: 2 known vulnerabilitiesGHSA-r77w-qph3-7vf8, GHSA-vj8h-fx38-h3vc
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langchain-core@1.3.2: 1 known vulnerabilityPYSEC-2026-2564
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langgraph-sdk@0.3.6: 2 known vulnerabilitiesPYSEC-2026-2575, PYSEC-2026-4240
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langsmith@0.7.38: 2 known vulnerabilitiesPYSEC-2026-2582, GHSA-f4xh-w4cj-qxq8
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.mcp@1.26.0: 7 known vulnerabilitiesPYSEC-2026-3481, PYSEC-2026-3482, PYSEC-2026-3483, GHSA-5h93-6whr-6q8j, GHSA-84m7-p3x7-pcfv +2 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.msgpack@1.1.2: 2 known vulnerabilitiesPYSEC-2026-3625, GHSA-j586-36cw-2gc2
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.oauthlib@3.3.1: 4 known vulnerabilitiesPYSEC-2026-4113, PYSEC-2026-4114, GHSA-3jp2-3mrg-2vxc, GHSA-7984-qgvg-3j9c
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.orjson@3.10.15: 1 known vulnerabilityPYSEC-2026-107
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pyasn1@0.6.3: 7 known vulnerabilitiesPYSEC-2026-3455, PYSEC-2026-3456, PYSEC-2026-3457, GHSA-2qm8-x737-gmw5, GHSA-9m75-vc3g-4x39 +2 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pyjwt@2.14.0: 2 known vulnerabilitiesPYSEC-2026-4141, PYSEC-2026-4183
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.python-multipart@0.0.20: 7 known vulnerabilitiesPYSEC-2026-1852, PYSEC-2026-3036, PYSEC-2026-3037, PYSEC-2026-3038, PYSEC-2026-3039 +2 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.ray@2.55.1: 1 known vulnerabilityPYSEC-2026-2273
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.sh@2.2.2: 1 known vulnerabilityPYSEC-2026-3540
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.soupsieve@2.8.3: 4 known vulnerabilitiesPYSEC-2026-3071, PYSEC-2026-3072, PYSEC-2026-4170, PYSEC-2026-4171
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.sqlparse@0.5.5: 5 known vulnerabilitiesPYSEC-2026-3696, PYSEC-2026-3697, PYSEC-2026-3698, PYSEC-2026-3699, PYSEC-2026-3923
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.starlette@0.50.0: 5 known vulnerabilitiesPYSEC-2026-161, PYSEC-2026-2280, PYSEC-2026-2281, PYSEC-2026-248, PYSEC-2026-249
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.torch@2.10.0: 2 known vulnerabilitiesPYSEC-2026-139, GHSA-rrmf-rvhw-rf47
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.torch@2.9.0: 5 known vulnerabilitiesPYSEC-2026-139, PYSEC-2026-2286, GHSA-qfhq-4f3w-5fph, GHSA-rrmf-rvhw-rf47, GHSA-vgrw-7cvw-pwgx
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.torch@2.9.1+cu129: 4 known vulnerabilitiesPYSEC-2026-139, PYSEC-2026-2286, GHSA-qfhq-4f3w-5fph, GHSA-rrmf-rvhw-rf47
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.tornado@6.5.5: 13 known vulnerabilitiesPYSEC-2026-3387, PYSEC-2026-3388, PYSEC-2026-3389, PYSEC-2026-3928, GHSA-3hv7-mjh2-fv65 +8 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.ujson@5.12.0: 2 known vulnerabilitiesPYSEC-2026-2293, PYSEC-2026-2294
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.urllib3@2.6.3: 5 known vulnerabilitiesPYSEC-2026-141, PYSEC-2026-142, PYSEC-2026-4175, PYSEC-2026-4176, PYSEC-2026-4177
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.virtualenv@21.3.0: 19 known vulnerabilitiesPYSEC-2026-4011, PYSEC-2026-4012, PYSEC-2026-4013, PYSEC-2026-4014, GHSA-394h-qwmc-48pf +14 more
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Executes dynamically built code (eval / exec).
examples/tir/tools/calculator_tool.py:64 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
examples/experimental/inference_service/README.md:174 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
docs/en/best_practices/cli_guide.md:254 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
docs/en/tutorial/online_proxy.md:112 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
docs/zh/best_practices/cli_guide.md:228 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
examples/agent_service/README.md:43 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
docs/zh/tutorial/online_proxy.md:105 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
tests/test_async_reward_wrapper.py:55 - lowLow. Minor, or common in normal tools. Shown for information.diskcache@5.6.3: 2 known vulnerabilitiesPYSEC-2026-2447, PYSEC-2026-2447
requirements-rocm.txt - lowLow. Minor, or common in normal tools. Shown for information.setuptools@80.10.2: 2 known vulnerabilitiesPYSEC-2026-3447, GHSA-xmj3-9gf7-h52w
requirements-rocm.txt - lowLow. Minor, or common in normal tools. Shown for information.datasets@4.8.5: 1 known vulnerabilityPYSEC-2026-3716
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.fastapi-sso@0.16.0: 1 known vulnerabilityPYSEC-2026-1362
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.idna@3.13: 1 known vulnerabilityPYSEC-2026-215
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.langchain@1.2.15: 1 known vulnerabilityPYSEC-2026-2192
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.langgraph-checkpoint@4.0.3: 1 known vulnerabilityPYSEC-2026-2573
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.mako@1.3.12: 1 known vulnerabilityPYSEC-2026-4243
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.multidict@6.7.1: 1 known vulnerabilityPYSEC-2026-4244
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.opentelemetry-api@1.41.1: 1 known vulnerabilityGHSA-xcq7-p3pf-p88h
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.pydantic-settings@2.14.0: 1 known vulnerabilityGHSA-4xgf-cpjx-pc3j
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.python-dotenv@1.0.1: 1 known vulnerabilityPYSEC-2026-2270
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.setuptools@82.0.1: 2 known vulnerabilitiesPYSEC-2026-3447, GHSA-xmj3-9gf7-h52w
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.werkzeug@3.1.8: 1 known vulnerabilityPYSEC-2026-4312
uv.lock - 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
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