Ziran MCP Server
by taoq-aiZIRAN finds the vulnerabilities in AI agents that come from tools combining, not from any single prompt. Graph-based tool chain discovery, execution-level side-effect detection, multi-phase campaigns.
Ziran is an open-source mcp server by taoq-ai, written mainly in Python, with 12 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 29, 2026.
Scan summary: scanned Nov 5, 2026 at commit 32281c7. Seen able to read environment and secrets, 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
32281c7 · 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.
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 audit13 known vulnerabilitiesfailFlagged. This check found an issue. See the findings below.
Passed. This check ran and found nothing it flags.ManifestSKILL.mdpassPassed. This check ran and found nothing it flags.
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 (30)
- 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.dropper 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.
- mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Contacts a hard-coded IP address instead of a domain name.
ziran/application/skill_cve/__init__.py:82 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langsmith@0.8.5: 1 known vulnerabilityGHSA-f4xh-w4cj-qxq8
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.oauthlib@4.0.0: 1 known vulnerabilityGHSA-3jp2-3mrg-2vxc
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pyasn1@0.6.4: 4 known vulnerabilitiesGHSA-2qm8-x737-gmw5, GHSA-9m75-vc3g-4x39, GHSA-fm9c-5rcf-2q5p, GHSA-mm57-4v3p-rchx
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Install or build failed in a clean environment://setuptools-scm.readthedocs.io/en/latest/config/ No distribution name is known here, so the per-distribution SETUPTOOLS_SCM_PRETEND_VERSION_FOR_<DIST> form cannot match; pass a dist name to use it. hint: Build failures usually indicate a problem with the package or the build environment
- lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
benchmarks/ground_truth/detection/generate_dataset.py:123 - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
benchmarks/pentest_eval/simulated_adapter.py:29 - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
examples/01-static-analysis/sample_agent.py:68 - 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.
examples/01-static-analysis/sample_agent.py:96 - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Executes dynamically built code (eval / exec).
examples/01-static-analysis/sample_agent.py:105 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
benchmarks/ground_truth/agents/vulnerable_helpdesk.yaml:76 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
examples/10-vulnerable-agent/system_prompt.txt:4 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
examples/15-remote-agent-scan/vulnerable_server.py:62 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
examples/01-static-analysis/sample_agent.py:22 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key2 matches in this file
examples/10-vulnerable-agent/data/system_configs.json:2 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
specs/034-claude-code-otel-traces/tasks.md:30 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
tests/unit/test_analyzer_service.py:233 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
tests/unit/test_analyzer_service.py:236 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
tests/unit/test_static_analysis.py:52 - lowLow. Minor, or common in normal tools. Shown for information.minimatch@10.2.6: 1 known vulnerabilityGHSA-g3hv-75wg-m249
ui/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.langchain@1.3.2: 1 known vulnerabilityPYSEC-2026-2192
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.langgraph@1.2.4: 1 known vulnerabilityGHSA-3fx2-cqw9-xr3c
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.SKILL.md frontmatter is missing name or description
SKILL.md - lowLow. Minor, or common in normal tools. Shown for information.Reads environment variables not listed in the manifestOTEL_SERVICE_NAME, OTEL_EXPORTER_OTLP_ENDPOINT, GITHUB_STEP_SUMMARY, GITHUB_OUTPUT, GITHUB_TOKEN, ZIRAN_LLM_PROVIDER, ZIRAN_LLM_MODEL, ZIRAN_LLM_API_KEY_ENV, ZIRAN_LLM_BASE_URL, ZIRAN_DATABASE_URL, ZIRAN_HOST, ZIRAN_PORT, ZIRAN_DEV_MODE
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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