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16 starsPython

Vedana – open-source RAG over a knowledge graph

by puritanne·Jun 23, 2026·3 points·0 comments

AI Analysis

●●SolidBig BrainNiche Gem

Knowledge graph + agents beats vector-only RAG for structured queries.

Strengths
  • Cypher queries + vector search + document lookup through agent tools
  • Traceable answers showing exact nodes, edges, and chunks used
  • Addresses structural RAG failures that bigger embeddings can't fix
Weaknesses
  • RAG infrastructure is extremely crowded with established players
  • Knowledge graph RAG already explored by Neo4j and others
Category
Target Audience

Developers building RAG applications needing structured queries

Similar To

LangChain · LlamaIndex · Neo4j RAG

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