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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.
IntegrationInstall ExtraClassMechanism
LangGraph"pandaprobe[langgraph]"LangGraphCallbackHandlerLangChain callback handler
LangChain"pandaprobe[langchain]"LangChainCallbackHandlerLangChain callback handler
DeepAgents"pandaprobe[deepagents]"DeepAgentsCallbackHandlerLangChain callback handler
Google ADK"pandaprobe[google-adk]"GoogleADKAdapterwrapt monkey-patching
Claude Agent SDK"pandaprobe[claude-agent-sdk]"ClaudeAgentSDKAdapterwrapt monkey-patching + hook injection
CrewAI"pandaprobe[crewai]"CrewAIAdapterwrapt monkey-patching
OpenAI Agents SDK"pandaprobe[openai-agents]"OpenAIAgentsAdapterFirst-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.
https://mintcdn.com/chirpzai/3No753zeDxNHEPHf/assets/providers/langgraph.svg?fit=max&auto=format&n=3No753zeDxNHEPHf&q=85&s=6b6f2810be39feb41a66ab6ff71c17f1

LangGraph

Callback handler for LangGraph graphs and ReAct agents
https://mintcdn.com/chirpzai/3No753zeDxNHEPHf/assets/providers/langchain.svg?fit=max&auto=format&n=3No753zeDxNHEPHf&q=85&s=2e44f18b937bcf4d2df15989aa31d766

LangChain

Callback handler for create_agent and LCEL pipelines
https://mintcdn.com/chirpzai/3No753zeDxNHEPHf/assets/providers/deepagents.svg?fit=max&auto=format&n=3No753zeDxNHEPHf&q=85&s=132595460d427f1c031626cfc8d4671d

DeepAgents

Callback handler for deep agents with sub-agent dispatch
https://mintcdn.com/chirpzai/OUkKdm0Z4YTMQdZN/assets/providers/adk.svg?fit=max&auto=format&n=OUkKdm0Z4YTMQdZN&q=85&s=e2a41bd4dc313d1e652dfad31f71408a

Google ADK

Monkey-patch instrumentation for ADK runners and tools
https://mintcdn.com/chirpzai/OUkKdm0Z4YTMQdZN/assets/providers/claude.svg?fit=max&auto=format&n=OUkKdm0Z4YTMQdZN&q=85&s=0116c4a5bb2ae9fe7b27d3c1fd9000a1

Claude Agent SDK

Hooks and patches for Claude Agent SDK clients
https://mintcdn.com/chirpzai/OUkKdm0Z4YTMQdZN/assets/providers/crewai-color.svg?fit=max&auto=format&n=OUkKdm0Z4YTMQdZN&q=85&s=ed2cd50c98d65575c8abe1374c190bb3

CrewAI

Crew kickoff, agents, LLM, and tool spans
https://mintcdn.com/chirpzai/3No753zeDxNHEPHf/assets/providers/openai.svg?fit=max&auto=format&n=3No753zeDxNHEPHf&q=85&s=069b259a0b89f3a470580dc13cbd2d4e

OpenAI Agents SDK

First-class TracingProcessor integration