Amazon Bedrock released AgentCore Evaluations to standardize testing across fragmented agent frameworks. The tool removes dependency on specific SDKs or LLM clients, allowing teams to evaluate LangGraph or LlamaIndex workflows using a single pipeline. It solves the compatibility gap between diverse orchestration patterns. Developers can now benchmark agent performance without rebuilding their entire evaluation stack.