[::] Agentic Stacks

Google ADK vs smolagents

Pick two tools from the same category to compare side-by-side.

Google ADK
Open-source, code-first toolkit from Google for building, evaluating, and deploying AI agents.
smolagents
Hugging Face's minimalist agent library where agents act by writing and running code.
Category frameworkframework
Vendor type hybridopen source
Pricing freemiumfree
Strengths
  • + Code-first design with explicit control over orchestration and tools
  • + Native multi-agent composition and delegation
  • + Built-in evaluation and local dev CLI (adk run, adk web)
  • + Backed by Google with paths to managed Vertex AI deployment
  • + Minimal, readable codebase with few abstractions
  • + Code-agent approach can reduce steps and LLM calls
  • + Model-agnostic via LiteLLM and the Hub
  • + Sandboxed execution options (E2B, Modal, Docker)
Tradeoffs
  • − Newer framework with a smaller community than longer-established options
  • − Strongest ergonomics within the Google/Gemini and Cloud ecosystem
  • − Minimalism means fewer built-in features for complex orchestration
  • − Executing model-written code requires careful sandboxing
  • − Younger, smaller ecosystem than larger frameworks
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