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Feature Request: Integrate AgentOps for Agent Behavior Monitoring and Evaluation #58

@RuishanFang

Description

@RuishanFang

📌 Description

We aim to enhance the evaluation and observability of agents within the MASArena framework by integrating AgentOps, a powerful open-source tool for tracking, logging, and analyzing agent behavior during execution.

Integrating AgentOps will allow us to:

  • Track agent actions, thoughts, and reasoning steps in real-time.
  • Log LLM calls, prompts, responses, and token usage.
  • Visualize agent decision-making workflows via a centralized dashboard.
  • Detect anomalies, hallucinations, or unsafe behaviors during evaluations.
  • Improve reproducibility and debugging of agent behaviors across runs.

This integration will significantly strengthen our agent evaluation pipeline, making it more transparent, data-driven, and suitable for research and benchmarking.


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