A comparison of six agent SDKs for Kubernetes environments — LangGraph, CrewAI, Google’s ADK, Microsoft Agent Framework, OpenAI’s Agents SDK, and Anthropic’s Claude Agent SDK — evaluated on language support, licensing, operational requirements, and model flexibility.