LangChain vs LlamaIndex

Side-by-side from the Top 11 ranking of The 11 Best RAG Frameworks. Last verified May 31, 2026.

The short answer

LangChain ranks higher on Top 11 (#1 vs #2) for Developers shipping RAG pipelines into production. The most versatile framework with the largest ecosystem for building any type of LLM application, including advanced RAG.

At a glance

LangChainLlamaIndex
Top 11 rank#1 / The 11 Best RAG Frameworks#2 / The 11 Best RAG Frameworks
Score (out of 9.4)9.39.2
Best forMost versatile & integratedBest for data-centric RAG
PricingFree (Open Source)Free (Open Source)
HQSan Francisco, USASan Francisco, USA
Founded20222022

LangChain

The most versatile framework with the largest ecosystem for building any type of LLM application, including advanced RAG.

www.langchain.com/

See full entry in The 11 Best RAG Frameworks

LlamaIndex

A data-centric framework excelling at advanced indexing and retrieval strategies for high-accuracy RAG.

www.llamaindex.ai/

See full entry in The 11 Best RAG Frameworks

Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.