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

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What PandaProbe provides

  • Tracing for LLM calls, agent frameworks, and your own logic
  • Session and user tracking so you can follow work across turns and identities
  • Scoring and evaluation to measure quality and regressions
  • Environment-based configuration so you can tune behavior per deploy without code changes
The Python SDK (pip install pandaprobe) is the primary interface. It auto-initializes from environment variables, so you do not need an explicit init() call. When PANDAPROBE_ENABLED=false, the SDK is a complete no-op.

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Three layers of tracing

  1. Wrappers — zero-code LLM tracing for major providers
  2. Integrations — automatic tracing for popular agent frameworks
  3. Manual instrumentation — full control when you need it

Quickstart

Trace your first LLM call in under 2 minutes

Tracing Overview

Understand the three layers of tracing

Installation

Install the SDK with optional extras