PandaProbe

PandaProbe is an open-source platform designed for deep observability into agent applications, providing robust capabilities across the development and production lifecycle. Key features include: * Comprehensive tracing for agent run analysis * Evaluation tools for performance assessment * Real-time monitoring for production environments * Debugging functionalities to identify and resolve issues This platform allows developers to capture every step of an agent's execution with a single `instrument()` call, providing instant visibility into spans, chains, agents, language model interactions, and tool usages. It tracks critical metadata such as model types, parameters, and token consumption. PandaProbe is designed to be plug-and-play with leading agent frameworks and language model providers, ensuring broad compatibility and ease of integration into existing developer stacks. Built for scalability and offering self-hostable options, PandaProbe eliminates vendor lock-in, giving teams full control over their infrastructure. It provides crucial insights for continuous improvement, enabling rigorous evaluation and metric tracking to refine agent behavior. This system helps ensure agents reach production quality with confidence, allowing for proactive debugging and performance optimization. Ideal for engineering teams and developers working with sophisticated agent-based applications, PandaProbe supports every stage from initial development to ongoing maintenance. It is particularly useful for those who require detailed insights into agent behavior, performance bottlenecks, and operational health in both test and live environments.