AgentsAugust 26, 2026via AWS Machine Learning Blog
Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations
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.
Key signals
- Amazon 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
The hook
Amazon decouples agent evaluation from framework choice. Build with LangGraph, Claude SDK, or OpenAI Agents — same eval service.
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 post…