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alloydbai ⚙️🧰🏃‍♀️

alloydbai : Foundational AI Agent Secure Database Access # AlloyDB # MCP Toolbox # API # ADK

Objective

  • Configure AlloyDB database for vector search and store embeddings.
  • Create simple API wrapper for MCP Toolbox for Databases using FastAPI.
  • Deploy MCP Toolbox as a private, secure API service on Cloud Run.
  • Set up Agent Development Kit (ADK) environment according to best practices.
  • Build custom ADK tool that securely calls a private Cloud Run service.
  • Create & run an ADK agent that uses the custom tool to answer questions.

Enterprise use cases

Finance: An agent for a financial advisor queries a client's structured portfolio holdings & unstructured market analysis reports to answer questions about investment performance.
Retail: A customer service agent accesses a customer's structured order history & unstructured product troubleshooting guides to resolve an issue.
Logistics: A supply chain manager's agent pulls structured inventory data & unstructured shipping lane risk assessments to find the most efficient delivery route.

Build a Foundational AI Agent with Secure Database Access

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