Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations
Amazon decouples agent evaluation from framework choice. Build with LangGraph, Claude SDK, or OpenAI Agents — same eval service.
Why it matters
A framework-agnostic evaluation layer for agents reduces vendor lock-in and lowers the bar for production agent reliability testing. Practitioners can now standardize on evaluation without standardizing on tooling.
The key facts
8 to knowAmazon Bedrock AgentCore Evaluations works across LangGraph, LlamaIndex, OpenAI Agents SDK, Google ADK, Claude Agent SDK, Strands Agents
Framework-agnostic contract via OpenTelemetry telemetry standard
Decouples agent evaluation service from agent framework choice
Addresses agent reliability engineering workflow
Amazon Bedrock AgentCore Evaluations supports LangGraph, LlamaIndex, OpenAI Agents SDK, Google ADK, Claude Agent SDK, Strands Agents
Framework-agnostic contract: any agent emitting OpenTelemetry telemetry can be evaluated
Published Aug 26, 2026
Decouples evaluation from framework selection, reducing vendor lock-in
Go to the source
AWS Machine Learning Blogaws.amazon.com
Publisher excerpt: Amazon Bedrock AgentCore Evaluations decouples agent evaluation from the framework you build on. As long as your agent emits OpenTelemetry telemetry, the service can score it, whether you use LangGraph, LlamaIndex, the OpenAI Agents SDK, Google ADK, the Claude Agent SDK, or Strands Agents. This…