Agent tools / Framework

LangGraph

Open-source library from LangChain for building stateful agents as graphs.

Supervision needed
High Gives you control over each step, including human approval points, but you build and run all of it.
Where it tends to fail
State bugs, retries that repeat side effects, and complexity for small projects.
Pricing
Open-source library is free; LangSmith Developer free, Plus $39/seat/month. Pricing page (Checked Oct 2026)
Website
https://www.langchain.com/langgraph

The supervision level and failure notes are our editorial judgment from how these tools are built and used, not test results or ratings. Your setup may differ.

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