Comparison · AI agent frameworks and tooling

LangChain vs LlamaIndex: which is better in 2026?

LangChain ranks higher in our list of AI agent frameworks and tooling (#1 against #3, score 92.0 against 88.0).

How we rank Share

  • 92.0
    Editorial score
    88.0
  • 1
    Platforms
    1
  • Yes
    Free to use
    Yes
  • Yes
    Open source
    Yes

Which should you choose?

Choose LangChain if you want

Large agent projects that need many integrations.

The largest ecosystem here, with LangGraph for agent workflows and LangSmith for tracing on paid tiers. Its breadth can be heavy for small projects, which is where the smaller frameworks fit better.

Choose LlamaIndex if you want

Agents that work over documents and data.

The strongest focus on documents and retrieval, with an MIT-licensed framework and a separate parsing service. It is narrower for general agent work than LangChain.

Side by side

LangChainLlamaIndex
Score92.088.0
Rank in list#1 of 12#3 of 12
PriceFree and open sourceMIT-licensed framework is free; LangSmith hosted service has Developer, Plus and Enterprise plansFree and open sourceMIT-licensed framework is free; LlamaParse is a separate service
Free to useYesYes
Open sourceYesYes
PlatformsSelf-hostedSelf-hostedSelf-hostedSelf-hosted
Made byLangChainLlamaIndex
LanguagePython and TypeScriptNot listed
Agent approachGraph workflows with LangGraphDocument-centric agents
Paid hosted serviceLangSmith paid plansLlamaParse, separate
Best forLarge agent projects that need many integrationsAgents that work over documents and data
Strengths
  • MIT licensed with a large community
  • LangGraph for agent workflows
  • Optional LangSmith tracing and evaluation
  • MIT licensed with source on GitHub
  • Focus on document and data workflows
  • Separate parsing service available
Limits
  • Large API surface can be heavy for small projects
  • Hosted tracing requires the separate LangSmith plans
  • Parsing service is a separate product to evaluate
  • Narrower agent focus than general orchestration frameworks
LinksVisit site Visit site

Questions about LangChain vs LlamaIndex

Is LangChain better than LlamaIndex?
LangChain ranks higher in our list of AI agent frameworks and tooling (#1 against #3, score 92.0 against 88.0). LangChain is best for: large agent projects that need many integrations. LlamaIndex is best for: agents that work over documents and data.
Which is cheaper, LangChain or LlamaIndex?
LangChain: MIT-licensed framework is free; LangSmith hosted service has Developer, Plus and Enterprise plans. LlamaIndex: MIT-licensed framework is free; LlamaParse is a separate service.
Do LangChain and LlamaIndex run on the same platforms?
LangChain supports Self-hosted. LlamaIndex supports Self-hosted.