Cymbal Air Toolbox Demo MCP Server

by GoogleCloudPlatform• 350•• Scanned•Claim this listing•Request removal
Database Managementagentagentsaialloydbbigquery

Demo of a customer service agent (Cymbal Air) using LangGraph, Tools, and RAG to interact with Google Cloud Databases via MCP Toolbox.

Cymbal Air Toolbox Demo is an open-source mcp server by GoogleCloudPlatform, written mainly in Python, with 350 GitHub stars and the Apache-2.0 license. Its code was last updated Aug 14, 2026.

Scan summary: scanned Nov 5, 2026 at commit 7a40521. No capabilities flagged by our checks. Scan policy

Scanned
Full scan at 7a40521 · Nov 5, 2026
Scanned
Static code scanpass
Secrets scanpass
Dependency audit84 known vulnerabilitiesfail
Manifestnonewarn
Buildfail
Boot & handshaken/a
Network egressn/a
Reproducible (×3)n/a

Findings (22)

  • high
    dependencies issue
    Details are available to the maintainer after claiming this listing.
  • high
    dependencies issue
    Details are available to the maintainer after claiming this listing.
  • high
    dependencies issue
    Details are available to the maintainer after claiming this listing.
  • high
    dependencies issue
    Details are available to the maintainer after claiming this listing.
  • medium
    google-cloud-aiplatform@1.97.0: 1 known vulnerability
    PYSEC-2026-2500
    requirements.txt
  • medium
    langchain@0.3.25: 2 known vulnerabilities
    PYSEC-2026-2192, PYSEC-2026-2555
    requirements.txt
  • medium
    langchain-core@0.3.81: 4 known vulnerabilities
    PYSEC-2026-2193, PYSEC-2026-2562, PYSEC-2026-2563, PYSEC-2026-2564
    requirements.txt
  • medium
    langgraph@0.4.8: 1 known vulnerability
    PYSEC-2026-83
    requirements.txt
  • medium
    python-multipart@0.0.22: 6 known vulnerabilities
    PYSEC-2026-3036, PYSEC-2026-3037, PYSEC-2026-3038, PYSEC-2026-3039, PYSEC-2026-3040 +1 more
    requirements.txt
  • medium
    langgraph-sdk@0.3.9: 2 known vulnerabilities
    PYSEC-2026-2575, PYSEC-2026-4240
    requirements.txt
  • medium
    langsmith@0.3.45: 3 known vulnerabilities
    PYSEC-2026-2582, PYSEC-2026-2583, GHSA-f4xh-w4cj-qxq8
    requirements.txt
  • medium
    protobuf@4.25.9: 1 known vulnerability
    PYSEC-2026-1805
    requirements.txt
  • medium
    pyarrow@19.0.1: 1 known vulnerability
    PYSEC-2026-113
    requirements.txt
  • medium
    starlette@0.48.0: 6 known vulnerabilities
    PYSEC-2026-161, PYSEC-2026-1942, PYSEC-2026-2280, PYSEC-2026-2281, PYSEC-2026-248 +1 more
    requirements.txt
  • medium
    Install or build failed in a clean environment
    er the following options: 1. set up custom discovery (`find` directive with `include` or `exclude`) 2. use a `src-layout` 3. explicitly set `py_modules` or `packages` with a list of names To find more information, look for "package discovery" on setuptools docs.
  • low
    pytest@9.0.0: 1 known vulnerability
    PYSEC-2026-1845
    requirements-test.txt
  • low
    pygments@2.9.0: 2 known vulnerabilities
    PYSEC-2023-117, PYSEC-2026-2987
    requirements-test.txt
  • low
    idna@3.9.0: 1 known vulnerability
    PYSEC-2026-215
    requirements.txt
  • low
    langchain-text-splitters@0.3.9: 1 known vulnerability
    PYSEC-2026-77
    requirements.txt
  • low
    langgraph-checkpoint@3.0.1: 2 known vulnerabilities
    PYSEC-2026-2573, PYSEC-2026-2574
    requirements.txt
  • low
    scipy@1.6.1: 2 known vulnerabilities
    PYSEC-2023-102, PYSEC-2023-114
    requirements.txt
  • low
    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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