These tools competes with

ControlFlow⚠ StalevsLangGraph

Prefect's Python framework for structured, workflow-native AI agents versus Graph-based stateful agent orchestration

Compare interactively in Explore →

Choose ControlFlow when…

  • •already using Prefect for workflow orchestration
  • •want deterministic structure around LLM calls
  • •need agents integrated into data pipelines

Choose LangGraph when…

  • •You need stateful, graph-based agent control flow
  • •Complex branching or retry logic is required
  • •You're building production agents that need observability

Side-by-side comparison

Field
ControlFlow
LangGraph
Category
Agent Frameworks
Agent Frameworks
Type
Open Source
Open Source
Free Tier
✓ Yes
✓ Yes
Pricing Plans
Open Source: Free
—
GitHub Stars
⭐ 2,800
⭐ 8,000
Health
●0 — Low activity
●80 — Active

ControlFlow

ControlFlow is an open-source Python framework from the Prefect team that integrates AI agents directly into structured workflows. Tasks are first-class citizens, agents operate within well-defined boundaries, and the system provides full observability and control over AI behavior.

Website ↗GitHub ↗

LangGraph

Build stateful multi-actor applications as directed graphs. Part of the LangChain ecosystem. Strong for complex agentic workflows.

Website ↗GitHub ↗

Only ControlFlow (1)

LangGraph

Only LangGraph (25)

CrewAILangSmithLiteLLMLlamaIndexLangfuseQdrantE2BpgvectorClaude CodeSweep AI

Explore the full AI landscape

See how ControlFlow and LangGraph fit into the bigger picture — 207 tools, 452 relationships, all mapped.

Open in Explore →