LlamaIndex vs LangChain
Side-by-side from the Top 11 ranking of The 11 Best RAG Frameworks (2026). 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
| LlamaIndex | LangChain | |
|---|---|---|
| Top 11 rank | #2 / The 11 Best RAG Frameworks (2026) | #1 / The 11 Best RAG Frameworks (2026) |
| Score (out of 9.4) | 9.2 | 9.3 |
| Best for | Best for data-centric RAG | Most versatile & integrated |
| Pricing | Free (Open Source) | Free (Open Source) |
| HQ | San Francisco, USA | San Francisco, USA |
| Founded | 2022 | 2022 |
LlamaIndex
A data-centric framework excelling at advanced indexing and retrieval strategies for high-accuracy RAG.
www.llamaindex.ai/LangChain
The most versatile framework with the largest ecosystem for building any type of LLM application, including advanced RAG.
www.langchain.com/Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.