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LangSmithLangfuseLangGraph StudioLangGraphCrewAIAutoGenagent visualization

LangSmith vs Langfuse vs LangGraph Studio: Which Gives You the Best Agent Graph View?

A direct comparison of how LangSmith, Langfuse, and LangGraph Studio visualize LangGraph, CrewAI, AutoGen, and OpenAI Agents SDK agent runs — and where each tool's graph falls short.

June 18, 2026Trango Compute Inc.

If you need to see your agent graph, your options differ significantly across the three most popular observability tools — and none of them work without instrumentation first.

LangSmithLangfuseLangGraph StudioContextIQ
Graph typeTree + waterfallBeta node-edge (LangGraph only)Node-edge graphNode-edge graph
FrameworksLangChain, LangGraphLangGraph (beta graph)LangGraph onlyLangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Google ADK
Requires instrumentationYesYesYesNo
Requires live tracesYesYesYesNo
Runs in browserYesYesNo — local desktopYes
Multi-framework graphNoNoNoYes

Langfuse shipped its beta LangGraph graph view in February 2025 but has not extended it to CrewAI, AutoGen, or the OpenAI Agents SDK. LangGraph Studio renders a proper node-edge graph but is a local desktop application restricted to LangGraph only. LangSmith has no node-edge graph in the platform at all — only the tree view and Gantt chart. ContextIQ's Agent Workflow Visualizer generates a static graph from a schema you define — no SDK, no traces, no live traffic required — and works across all five frameworks.

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