Agent Framework

LangChain vs LangGraph: Which is Better in 2026?

Choosing between LangChain and LangGraph? Both are popular agent framework tools. Below we compare them on pricing, free tiers, features, and pros & cons so you can pick the right fit for your stack.

Quick verdict

Both LangChain and LangGraph are strong agent framework choices. The right pick comes down to your specific feature needs, existing stack, and team preferences.

LangChain vs LangGraph — Side by Side

LangChainLangGraph
CategoryAgent FrameworkAgent Framework
PricingFree · paid from $39/moFree
Starting priceFree tier availableFree tier available
Free tier
Best forAgent Framework — ai, llmAgent Framework — ai, llm

Pros & Cons

  • Largest ecosystem & integrations
  • Free open-source core
  • Python and TypeScript
  • LangSmith for observability
  • Abstractions can feel heavy
  • Fast-moving API surface
  • Fine-grained agent control
  • Great for complex multi-step flows
  • Open-source
  • Integrates with LangChain & LangSmith
  • Steeper learning curve
  • Newer than core LangChain

Choose LangChain if…

you want a free tier to start, and LangChain The most popular open-source framework for building LLM apps and agents, with LangSmith for observability.

LangChain review & pricing

Choose LangGraph if…

you want a free tier to start, and LangGraph Open-source library for building stateful, multi-step agent workflows as graphs — with a managed platform option.

LangGraph review & pricing

Frequently Asked Questions

Is LangChain better than LangGraph?

Both LangChain and LangGraph are strong agent framework choices. The right pick comes down to your specific feature needs, existing stack, and team preferences.

What is the difference between LangChain and LangGraph?

LangChain — The most popular open-source framework for building LLM apps and agents, with LangSmith for observability. LangGraph — Open-source library for building stateful, multi-step agent workflows as graphs — with a managed platform option. Both are agent framework tools; the comparison table above breaks down pricing, free tiers, and what each is best for.

LangChain vs LangGraph: which is cheaper?

LangChain pricing: Free · paid from $39/mo. LangGraph pricing: Free. Confirm current pricing on each tool's official site, as plans change.

See more options in our guide to the best agent framework tools for startups.

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