LangChain vs RAGatouille

Side-by-side from the Top 11 ranking of LangChain vs LlamaIndex vs Haystack: 11 Best RAG Frameworks 2026. Last verified May 31, 2026.

The short answer

LangChain ranks higher on Top 11 (#1 vs #11) 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

LangChainRAGatouille
Top 11 rank#1 / LangChain vs LlamaIndex vs Haystack: 11 Best RAG Frameworks 2026#11 / LangChain vs LlamaIndex vs Haystack: 11 Best RAG Frameworks 2026
Score (out of 9.4)9.3
Best forMost versatile & integratedAdvanced ColBERT retrieval
PricingFree (Open Source)Free (Open Source)
HQSan Francisco, USARemote
Founded20222023

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 LangChain vs LlamaIndex vs Haystack: 11 Best RAG Frameworks 2026

RAGatouille

A specialized library implementing the advanced ColBERT model for more accurate, fine-grained retrieval.

github.com/bclavie/RAGatouille

See full entry in LangChain vs LlamaIndex vs Haystack: 11 Best RAG Frameworks 2026

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