Building secure, real time AI agents with Google ADK & MCP Toolbox
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47 дней – 19 9251:11:46Опубликовано 12 февраля 2026, 20:00
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Many enterprises want to unlock their real time database data for generative AI Agents but struggle with security and performance risks. In this demo, Google Cloud Database Specialist, Paul Ramsey, demonstrates how to solve these challenges using Google’s Agent Development Kit (ADK) and the open source MCP Toolbox for databases.
Watch how we build a secure fraud analysis agent for a fictional bank that leverages Spanner Graph and AlloyDB without giving the LLM unfettered access to the database.
In this video, you will learn how to: prevent prompt injection, how to use predefined tools instead of letting LLMs write raw SQL, manage connections by utilizing connection pooling to protect databases from agent traffic, secure access by implementing Identity Aware Proxy (IAP) and Secret Manager for zero trust security, and execute complex logic by running multi-hop graph queries using natural language.
Subscribe to Google Cloud Tech → goo.gle/GoogleCloudTech
Speakers: Paul Ramsey
Products Mentioned: Agent Development Kit, MCP Toolbox, Spanner, AlloyDB, Identity Aware Proxy. Secret Manager
Many enterprises want to unlock their real time database data for generative AI Agents but struggle with security and performance risks. In this demo, Google Cloud Database Specialist, Paul Ramsey, demonstrates how to solve these challenges using Google’s Agent Development Kit (ADK) and the open source MCP Toolbox for databases.
Watch how we build a secure fraud analysis agent for a fictional bank that leverages Spanner Graph and AlloyDB without giving the LLM unfettered access to the database.
In this video, you will learn how to: prevent prompt injection, how to use predefined tools instead of letting LLMs write raw SQL, manage connections by utilizing connection pooling to protect databases from agent traffic, secure access by implementing Identity Aware Proxy (IAP) and Secret Manager for zero trust security, and execute complex logic by running multi-hop graph queries using natural language.
Subscribe to Google Cloud Tech → goo.gle/GoogleCloudTech
Speakers: Paul Ramsey
Products Mentioned: Agent Development Kit, MCP Toolbox, Spanner, AlloyDB, Identity Aware Proxy. Secret Manager
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