Comprehensive Guide to Building AI Agents Using Google Agent Development Kit (ADK)
Blog post from Firecrawl
Google's Agent Development Kit (ADK) is an open-source framework designed for creating sophisticated AI agent systems, introduced at Cloud NEXT 2025. ADK facilitates the entire lifecycle of AI agent development including building, testing, evaluating, and deploying applications, and excels in managing multi-agent orchestration. It offers a comprehensive solution compared to other frameworks, with integrated deployment and evaluation capabilities, and connects seamlessly with Google Cloud for enhanced scalability and security. ADK supports three main types of agents—LLM Agents, Workflow Agents, and Custom Agents—enabling complex task delegation and interaction within applications. The framework's architecture allows for modular AI systems, where specialized agents can be developed and combined flexibly, providing robustness for enterprise applications. Additionally, Firecrawl, an open-source web scraping tool, enhances ADK's capabilities by offering real-time web access and data extraction, ideal for AI agents needing to interact with dynamic online content. The ADK's structure allows for the creation of multi-agent applications like a ChatGPT clone, leveraging specialized agents for tasks such as web search, content extraction, and image generation, orchestrated by a root agent for a seamless user experience.