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Evals & Testing
Measure and monitor LLM/agent output quality.
↔ 2
google
agents-cli
CLI + agent-skills layer that turns your coding assistant into a Google Cloud agent-lifecycle expert: scaffold ADK projects, run and evaluate them, then deploy and publish to Gemini Enterprise.
agentsevals
→ alternative to LangGraph, Ragas
↔ 4microsoft
AutoGen
Multi-agent conversation framework for building LLM applications with cooperating agents.
agentsevals
→ pairs well with Ragas, CrewAI
↔ 1langchain-ai
LangSmith
Trace, test and monitor LLM apps in production.
evals
→ pairs well with LangGraph
↔ 3explodinggradients
Ragas
Evaluation toolkit for your RAG and agent pipelines — faithfulness, relevance, and more.
evalsrag
→ pairs well with LlamaIndex, AutoGen