These tools often paired with

LlamaIndexvsLangGraph

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

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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

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

LlamaIndex

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

LangGraph

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

Shared Connections6 tools both integrate with

Only LlamaIndex (10)

LangGraphChromaWeaviateOllamaRAGASOpenAI APIAnthropic APIPineconeHaystackvLLM

Only LangGraph (6)

CrewAILangSmithLlamaIndexE2BClaude CodeSweep AI

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See how LlamaIndex and LangGraph fit into the bigger picture — 123 tools, 304 relationships, all mapped.

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