Pyyan / Compare / LangChain & LangGraph vs LlamaIndex
LangChain & LangGraph vs LlamaIndex
2 of 5RAG & Knowledge Graphs · verified 13 Aug 2026
LangChain & LangGraphLangChaincurrent
LlamaIndexLlamaIndexcurrent| Specification | LangChain & LangGraph | LlamaIndex |
|---|---|---|
| Summary | Orchestration, with retrieval as one piece. | The strongest option for document-centric retrieval. |
| Kind | Framework | Framework |
| Graph | Via integrations | Yes, property graph index |
| Language | Python, TypeScript | Python, TypeScript |
| Licence | MIT | MIT |
| GitHub stars | ~120k | ~45k |
| Category | RAG & Knowledge Graphs | RAG & Knowledge Graphs |
| Official | LangChain ↗ | LlamaIndex ↗ |
Highlighted rows are where these differ.
LangChain & LangGraph
- LangGraph adds durable state and checkpointing
- Widely used, and widely argued about
Best for agents that retrieve as one step among many.
LlamaIndex
- Deep document handling and many indexing strategies
- The common advice is LlamaIndex for retrieval, LangGraph for orchestration
Best for PDFs, knowledge bases, structured data.