Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations

This article explains how Amazon Bedrock AgentCore Evaluations provides framework-agnostic evaluation of AI agents using OpenTelemetry standards.

• Decouples evaluation from framework choice by standardizing on OpenTelemetry telemetry signals
• Classifies spans into three roles: invoke agent, inference, and execute tool spans
• Supports OpenTelemetry GenAI semantic conventions and OpenInference specifications
• Automatically activates correct handling based on instrumentation package scope name
• Covers LangGraph, LlamaIndex, OpenAI Agents SDK, Google ADK, Claude Agent SDK, and Strands Agents
• Provides on-demand evaluation for CI/CD pipelines and online evaluation for production monitoring
• Requires telemetry flushing at handler end and session.id attribute for proper grouping

AgentCore Evaluations enables consistent quality assessment across diverse agent frameworks through standardized OpenTelemetry instrumentation without framework-specific code.