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txtai

An embeddings database with everything attached.

currentNeuML ↗Verified 2026-08-13

All in one

single dependency

Specifications

KindFramework
GraphYes
LanguagePython
LicenceApache 2.0
GitHub stars~11k

Official links

NeuML official site

What matters

  • Index, search, pipelines and workflows in one package
  • Runs happily on a laptop

Best for small teams who want one library.

Compare with

All 5 side by side →

txtai vs LlamaIndex →txtai vs LangChain & LangGraph →txtai vs Haystack →txtai vs RAGFlow →txtai vs GraphRAG →

Also in RAG & Knowledge Graphs

LlamaIndexLangChain & LangGraph · LangChainHaystack · deepsetRAGFlow · InfiniFlowGraphRAG · Microsoft