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.