Amazon released AgentCore Evaluations to standardize how developers test AI agents across different frameworks. The tool removes dependencies on specific SDKs or LLM clients. It supports diverse architectures like LangGraph and LlamaIndex. Practitioners can now benchmark agent performance without rebuilding their entire evaluation pipeline for every new framework choice.