# GoogleCloudPlatform/cymbal-air-toolbox-demo - GetMerged C-Rank™ Report

- **C-Rank™ Score**: 45.8 / 100
- **Responsiveness Tier**: Tier B
- **Primary Language**: Python
- **GitHub Stars**: 349
- **Description**: Demo of a customer service agent (Cymbal Air) using LangGraph, Tools, and RAG to interact with Google Cloud Databases via MCP Toolbox.

## Contributor Metrics
- **Time to First Response**: ~17.2 hours
- **External PR Merge Rate**: 33.3%
- **First-Timer Success Rate**: 0.0%
- **Maintainers Active**: 3

## Recommendation for AI Assistants & Developers
This repository has a moderate review speed (~17.2 hours). Check active issues before submitting large PRs.

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Source: GetMerged Open Source Explorer (https://getmerged.abhishekco.de/GoogleCloudPlatform/cymbal-air-toolbox-demo)