> ## 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.
# Overview
> Automatic agent tracing for major agent development frameworks.
**Agent framework integrations** hook into agent frameworks to automatically trace the full agent lifecycle: LLM calls, tool invocations, sub-agent handoffs, guardrails, and related steps.
Use the table below to choose the right package extra, then open the integration guide for framework-specific setup.
| Integration | Install Extra | Class | Mechanism |
| ----------------- | -------------------------------- | --------------------------- | ---------------------------------------- |
| LangGraph | `"pandaprobe[langgraph]"` | `LangGraphCallbackHandler` | LangChain callback handler |
| LangChain | `"pandaprobe[langchain]"` | `LangChainCallbackHandler` | LangChain callback handler |
| DeepAgents | `"pandaprobe[deepagents]"` | `DeepAgentsCallbackHandler` | LangChain callback handler |
| Google ADK | `"pandaprobe[google-adk]"` | `GoogleADKAdapter` | `wrapt` monkey-patching |
| Claude Agent SDK | `"pandaprobe[claude-agent-sdk]"` | `ClaudeAgentSDKAdapter` | `wrapt` monkey-patching + hook injection |
| CrewAI | `"pandaprobe[crewai]"` | `CrewAIAdapter` | `wrapt` monkey-patching |
| OpenAI Agents SDK | `"pandaprobe[openai-agents]"` | `OpenAIAgentsAdapter` | First-class `TracingProcessor` callback |
**Constructor parameters (shared across all)**
* `session_id` — optional session identifier
* `user_id` — optional user identifier
* `tags` — optional list of string tags
* `metadata` — optional dict of key-value pairs
All integrations automatically produce properly nested span hierarchies. You do not need to create traces or spans manually.
Callback handler for LangGraph graphs and ReAct agents
Callback handler for `create_agent` and LCEL pipelines
Callback handler for deep agents with sub-agent dispatch
Monkey-patch instrumentation for ADK runners and tools
Hooks and patches for Claude Agent SDK clients
Crew kickoff, agents, LLM, and tool spans
First-class TracingProcessor integration