ragleap-vectorstores

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Pluggable vector backends beyond ragleap-rag's built-in 6 — Chroma, LanceDB, Redis, Upstash Vector, OpenSearch — as optional extras implementing the same VectorBackend interface.

pip install ragleap-vectorstores[opensearch]

Highlights

• Each backend is an optional extra — no heavy deps unless you install them
• Drop-in VectorBackend interface matching ragleap-rag core
• Under active development — more backends planned

Tech stack

Core dependencies: ragleap-rag

Optional extras:

• chroma
• lancedb
• redis
• upstash
• opensearch

Testing

73 test functions across 7 test files, verified directly from the repo.

Quickstart

from ragleap_vectorstores import ChromaBackend

backend = ChromaBackend(persist_directory="./chroma_data")
# pass directly to RagLeap(vector_backend=backend)