Crawl4ai AI Agent
by unclecodeOpen-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key. Join our Discord https://discord.gg/VuxzM8mtf
Crawl4ai is an open-source ai agent by unclecode, written mainly in Python, with 86,688 GitHub stars and the Apache-2.0 license. Its code was last updated Nov 1, 2026.
Scan summary: scanned Nov 5, 2026 at commit cae74b2. Seen able to run dynamic code, read environment and secrets. 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
cae74b2 · 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 audit1117 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 (77)
- 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.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.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.
- 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.
crawl4ai/legacy/llmtxt.py:219 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pypdf@6.9.2: 100 known vulnerabilitiesPYSEC-2026-3004, PYSEC-2026-3006, PYSEC-2026-3007, PYSEC-2026-3009, PYSEC-2026-3010 +95 more
deploy/docker/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.tqdm@4.9.0: 2 known vulnerabilitiesPYSEC-2017-74, PYSEC-2026-1976
requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.fsspec@2025.5.1: 2 known vulnerabilitiesPYSEC-2026-4217, PYSEC-2026-4217
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.fsspec@2026.1.0: 1 known vulnerabilityPYSEC-2026-4217
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.lxml@5.4.0: 2 known vulnerabilitiesPYSEC-2026-87, PYSEC-2026-87
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pip@25.3: 5 known vulnerabilitiesPYSEC-2026-1796, PYSEC-2026-196, PYSEC-2026-2875, PYSEC-2026-2876, PYSEC-2026-3721
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pypdf@6.4.1: 126 known vulnerabilitiesPYSEC-2026-1827, PYSEC-2026-1828, PYSEC-2026-1829, PYSEC-2026-3004, PYSEC-2026-3005 +121 more
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pypdf@6.6.0: 61 known vulnerabilitiesPYSEC-2026-1827, PYSEC-2026-3004, PYSEC-2026-3005, PYSEC-2026-3006, PYSEC-2026-3007 +56 more
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.setuptools@59.6.0: 5 known vulnerabilitiesPYSEC-2022-43012, PYSEC-2025-49, PYSEC-2026-1918, PYSEC-2026-3447, GHSA-xmj3-9gf7-h52w
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.soupsieve@2.7: 8 known vulnerabilitiesPYSEC-2026-3071, PYSEC-2026-3072, PYSEC-2026-4170, PYSEC-2026-4171, PYSEC-2026-3071 +3 more
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.soupsieve@2.8.1: 4 known vulnerabilitiesPYSEC-2026-3071, PYSEC-2026-3072, PYSEC-2026-4170, PYSEC-2026-4171
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.torch@2.7.1: 18 known vulnerabilitiesPYSEC-2025-203, PYSEC-2025-204, PYSEC-2025-206, PYSEC-2026-139, PYSEC-2026-1970 +13 more
sbom/sbom.cdx.json - 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
sbom/sbom.cdx.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.urllib3@2.5.0: 12 known vulnerabilitiesPYSEC-2026-141, PYSEC-2026-1994, PYSEC-2026-1996, PYSEC-2026-1998, PYSEC-2026-4175 +7 more
sbom/sbom.cdx.json - 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
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Deserializes data with pickle/marshal, which can execute code.
docs/examples/url_seeder/bbc_sport_research_assistant.py:89 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: pypi-upload-token
.github/workflows/docs/README.md:416 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
docs/examples/capsolver_captcha_solver/capsolver_api_integration/solve_recaptcha_v2.py:9 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
docs/md_v2/api/parameters.md:501 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
docs/md_v2/core/browser-crawler-config.md:361 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
deploy/docker/c4ai-doc-context.md:2800 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key2 matches in this file
deploy/docker/c4ai-doc-context.md:340 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key2 matches in this file
docs/md_v2/complete-sdk-reference.md:1599 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
tests/proxy/test_persistent_proxy.py:32 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
tests/proxy/test_proxy_regression.py:43 - lowLow. Minor, or common in normal tools. Shown for information.idna@3.9.0: 2 known vulnerabilitiesPYSEC-2026-215, PYSEC-2026-215
deploy/docker/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.scipy@1.6.1: 2 known vulnerabilitiesPYSEC-2023-102, PYSEC-2023-114
requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.filelock@3.18.0: 8 known vulnerabilitiesPYSEC-2026-1374, PYSEC-2026-1375, GHSA-69hj-f68j-2879, GHSA-8mx5-7m5m-r77g, PYSEC-2026-1374 +3 more
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.filelock@3.20.3: 2 known vulnerabilitiesGHSA-69hj-f68j-2879, GHSA-8mx5-7m5m-r77g
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.h2@4.2.0: 4 known vulnerabilitiesPYSEC-2026-1435, PYSEC-2026-3628, PYSEC-2026-1435, PYSEC-2026-3628
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.h2@4.3.0: 1 known vulnerabilityPYSEC-2026-3628
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.hpack@4.1.0: 2 known vulnerabilitiesPYSEC-2026-4053, PYSEC-2026-4053
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.idna@3.10: 2 known vulnerabilitiesPYSEC-2026-215, PYSEC-2026-215
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.idna@3.11: 1 known vulnerabilityPYSEC-2026-215
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.multidict@6.7.0: 1 known vulnerabilityPYSEC-2026-4244
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.pygments@2.19.2: 2 known vulnerabilitiesPYSEC-2026-2987, PYSEC-2026-2987
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.pytest@9.0.2: 1 known vulnerabilityPYSEC-2026-1845
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.python-dotenv@1.1.1: 2 known vulnerabilitiesPYSEC-2026-2270, PYSEC-2026-2270
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.python-dotenv@1.2.1: 1 known vulnerabilityPYSEC-2026-2270
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.requests@2.32.4: 2 known vulnerabilitiesPYSEC-2026-2275, PYSEC-2026-2275
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.requests@2.32.5: 1 known vulnerabilityPYSEC-2026-2275
sbom/sbom.cdx.json - lowLow. Minor, or common in normal tools. Shown for information.setuptools@80.9.0: 4 known vulnerabilitiesPYSEC-2026-3447, GHSA-xmj3-9gf7-h52w, PYSEC-2026-3447, GHSA-xmj3-9gf7-h52w
sbom/sbom.cdx.json - 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.
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