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PandaProbeopen source agent engineering platform

PandaProbe is an open-source agent engineering platform that gives you deep observability into AI agent applications. Use it to trace, evaluate, monitor and debug your AI agents in development and production.

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More About PandaProbe

PandaProbe

PandaProbe is an open-source agent engineering platform that empowers developers to build, debug, and scale AI agents with confidence. It provides comprehensive observability through automatic tracing, evaluation frameworks, and real-time monitoring—all designed to eliminate the black-box problem in agent development.

Product Highlights

  • Auto-Instrumentation: One instrument() call captures complete agent execution flows with zero manual configuration
  • Universal Compatibility: Native integrations with LangGraph, LangChain, CrewAI, Google ADK, Claude SDK, OpenAI Agents SDK, and all major LLM providers
  • Production-Grade Monitoring: Live dashboards for traces, token usage, latency metrics, and session-level performance tracking
  • Open Source Freedom: Apache 2.0 licensed with self-hosting options—no vendor lock-in, full data control
  • Scalable Architecture: Built for enterprise workloads with pay-as-you-go pricing and unlimited self-hosted capacity

Use Cases

  • Agent Debugging: Diagnose complex multi-step agent failures with full execution traces, tool call sequences, and LLM interaction logs
  • Performance Optimization: Identify latency bottlenecks, token waste, and suboptimal routing decisions through detailed span analysis
  • Evaluation & Testing: Run systematic evals on agent outputs with custom metrics, human annotation workflows, and regression detection
  • Production Monitoring: Maintain SLA compliance with real-time alerting, session replay, and drift detection across deployed agents

Target Audience

PandaProbe serves AI engineers, ML platform teams, and startups building production-grade agent systems who need enterprise observability without sacrificing flexibility or incurring prohibitive costs.