LangGraph
Graph and node steps, model calls and tool activity, with token usage and an optional per-run limit.
Integrations
Sulcus Cloud instruments LangGraph, CrewAI and the OpenAI Agents SDK automatically when your entrypoint runs. You don’t add Sulcus imports, and your framework still defines the agents and the workflow.
Graph and node steps, model calls and tool activity, with token usage and an optional per-run limit.
Crew, agent and task activity, plus model and tool events where CrewAI exposes them.
Agent lifecycle, handoffs, model and tool calls and guardrail events for SDK 0.22.x runs.
Same experience across frameworks
Your repository keeps its usual invocation code. Sulcus activates the instrumentation for the framework you select before your script runs.
Framework events become a consistent run timeline, without pretending every framework exposes the same details.
Where the framework reports usage, Sulcus records it and applies your optional per-run token limit.
Compatibility
Sulcus observes each framework through its public entry points and callbacks. How much you see differs, because the frameworks expose different lifecycle details. Each page lists exactly what Sulcus adds.
Plain Python scripts and other frameworks aren’t supported as Cloud integrations today. Select the framework your application actually uses.