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

What Cymbal Air Toolbox Demo can touch

  • Run shell commandsNot seen in this scan
  • Run dynamic codeNot seen in this scan
  • Read or write filesNot seen in this scan
  • Read environment and secretsNot seen in this scan
  • Control a web browserNot seen in this scan
  • Connect to databasesLikely, from its own description
  • Read or send messagesNot seen in this scan
  • Touch money or tradingNot seen in this scan
  • Connect to the internetNot run in this scan

"Not seen" means our checks did not find it, and the tool may still do it. Covers commit 7a40521, Nov 5, 2026. See the scan policy.

Before you install Cymbal Air Toolbox Demo

AgenticMart scanned Cymbal Air Toolbox Demo on Nov 5, 2026 with automated checks for hidden code, known-malicious packages, leaked secrets and vulnerable dependencies. The result covers one commit under our scan policy, so review what access you give it and check any advisories shown here.

What it can access

  • An MCP server is a program your AI app starts and talks to. A local one runs with your user's permissions: it can see the files, environment variables and network your account can.
  • Based on its description and topics, it likely needs to connect to a database.
  • Based on its description and topics, it likely needs to act on cloud infrastructure.

Before you install

  1. Give it a read-only database user unless it must write.
  2. Use a role with only the permissions it needs, never an admin key.
  3. Pin the version you reviewed instead of always installing the latest release.
  4. Read the tool list or scripts before the first run, and keep approval prompts on for actions that write, send or delete.
  • Maintained by GoogleCloudPlatform on GitHub, 350 stars and 124 forks. Popularity is not proof of safety.
  • Last code change: Aug 14, 2026.
  • Open-source license: Apache-2.0.

Cymbal Air Toolbox Demo is an open-source mcp server by GoogleCloudPlatform, written mainly in Python. Demo of a customer service agent (Cymbal Air) using LangGraph, Tools, and RAG to interact with Google Cloud Databases via MCP Toolbox.

At a glance

Stars
350
Forks
124
Language
Python
License
Apache-2.0
Created
Aug 2023
Last update
Aug 14, 2026
Type
MCP Server
Price
Free

Topics

agentagentsaialloydbbigquerydatabasesgenaigoogle-cloud-ailanggraphllmmcpmcp-toolspostgresqlpythonairagspannertoolboxvertex-ai

Questions about Cymbal Air Toolbox Demo

What is Cymbal Air Toolbox Demo?

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

Who maintains Cymbal Air Toolbox Demo?

Cymbal Air Toolbox Demo is maintained by GoogleCloudPlatform on GitHub (GoogleCloudPlatform/cymbal-air-toolbox-demo). AgenticMart lists it from public repository data.

Is Cymbal Air Toolbox Demo safe to use?

AgenticMart scanned Cymbal Air Toolbox Demo on Nov 5, 2026 with automated checks for hidden code, known-malicious packages, leaked secrets and vulnerable dependencies. The result covers one commit under our scan policy, so review what access you give it and check any advisories shown here.

What license does Cymbal Air Toolbox Demo use?

It is published under the Apache-2.0 license.

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