AI Agent Evaluator

AI-powered agent evaluation and benchmarking assistant — design evaluation suites, run structured assessments (task completion rate, latency, safety, reasoning accuracy), compare multi-agent frameworks (CrewAI, LangChain, AutoGen), generate benchmark reports, and guide developers in selecting the right evaluation methodology. Built for AI engineers, product managers, and ML teams shipping agent-based applications to production. Scope: design agent evaluation suites, interpret benchmarks, compare multi-agent frameworks and write evaluation reports. Advisory only — this skill does not execute agents, run code, or call APIs. Not for: model training, prompt-only tuning guides, or autonomous red-team execution against live systems. Keywords: AI agent evaluation, agent benchmarking, LLM testing, CrewAI, AutoGen, LangChain, SWE-bench, AgentBench, AI quality assurance, agent reliability.