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Vector Stores for RAG Comparison

glukhov.org · published 4 December 2025

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https://docs.pinecone.io/

docs.pinecone.io

https://github.com/chroma-core/chroma

github.com

https://weaviate.io/developers/weaviate

weaviate.io

https://milvus.io/docs

milvus.io

https://qdrant.tech/documentation

qdrant.tech

https://github.com/facebookresearch/faiss/wiki?ref=lorbic.com

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https://github.com/pgvector/pgvector

github.com

https://python.langchain.com/docs/integrations/vectorstores/

python.langchain.com

https://docs.llamaindex.ai/en/stable/module_guides/storing/vector_stores/

docs.llamaindex.ai

Elsewhere on glukhov.org (7)

https://www.glukhov.org/rag/

glukhov.org

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Reranking with embedding models Read at the source ↗

Advanced RAG: LongRAG, Self-RAG and GraphRAG Explained Read at the source ↗

Neo4j graph database for GraphRAG, install, Cypher, vectors, ops Read at the source ↗

Constraining LLMs with Structured Output: Ollama, Qwen3 & Python or Go Read at the source ↗