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Documentation Index

Fetch the complete documentation index at: https://docs.pandaprobe.com/llms.txt

Use this file to discover all available pages before exploring further.

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What is PandaProbe?

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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Why PandaProbe?

PandaProbe is a unified platform for the full agent development lifecycle — from first run to continuous improvement. PandaProbe provides:

Tracing

Capture LLM calls, MCP calls, tool usage, workflow steps, and custom agent logic as structured traces and spans.

Sessions

Aggregate related traces under a session to understand the full lifecycle of an agent.

Evaluation

Score traces and sessions to measure quality, reliability, regressions, and agent behavior over time.

Monitoring

Schedule recurring evaluations so new traces and sessions are checked automatically in production.

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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