These tools often paired with

LangGraphvsLlamaIndex

Graph-based stateful agent orchestration versus Data framework for RAG and LLM pipelines

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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

Choose LlamaIndex when…

  • You're building RAG or knowledge base apps
  • Structured data querying over documents is your focus
  • You need powerful index and retrieval primitives

Side-by-side comparison

Field
LangGraph
LlamaIndex
Category
Agent Frameworks
Pipelines & RAG
Type
Open Source
Open Source
Free Tier
✓ Yes
✓ Yes
Pricing Plans
GitHub Stars
8,000
37,000
Health
80 Active
85 Active

LangGraph

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

LlamaIndex

Framework specialized in data ingestion, indexing, and retrieval for LLM applications. The go-to for complex RAG pipelines.

Shared Connections6 tools both integrate with

Only LangGraph (19)

CrewAILangSmithLlamaIndexE2BClaude CodeSweep AIGoogle Agent Development KitLettaControlFlowTaskWeaver

Only LlamaIndex (11)

LangGraphWeaviateChromaOllamaRAGASAnthropic APIPineconeOpenAI APIHaystackvLLM

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

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