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Framework · Fast-moving · Intermediate

LlamaIndex (2)

A data framework focused on connecting private data to language models through indexing and retrieval.

What LlamaIndex (2) is

LlamaIndex concentrates on the ingestion and retrieval half of RAG: loaders, chunking strategies, index structures and query engines.

How it works

Documents are loaded, parsed and indexed into vector or hierarchical structures, then queried through engines that handle routing, synthesis and citation.

Why it matters

It is a common choice when the hard part of the project is document ingestion quality rather than agent control flow.

Common uses

  • Enterprise document RAG
  • Multi-source knowledge assistants
  • Structured plus unstructured querying

Strengths

  • Strong ingestion and indexing options
  • Good citation support

Watch for

  • Overlaps with other frameworks
  • Fast-changing APIs

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