any-agent abstracts multiple agent frameworks into one interface, allowing developers to run and evaluate agents using Agno, Google ADK, LangChain, LlamaIndex, OpenAI Agents SDK, and smolagents under a consistent API. It includes unified tool handling, tracing capabilities, and evaluation tooling for comparing agent behavior and performance across different backend implementations.