RagLeap
PyPI package

ragleap-rag

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Self-hosted RAG engine: hybrid dense+sparse retrieval, 28-format ingestion (docs, URLs, images, audio, video), 6 vector backends, 8 embedding providers, 12+ generation providers with automatic fallback.

pypi license 
pip install ragleap-rag[gemini]

Highlights

  • Query rewriting: HyDE, contextual, multi-query
  • Structured JSON output mode
  • Real per-call cost tracking, not estimates
  • Standalone retrieval via retrieve() — no full app required
  • Composable with ragleap-graph for knowledge-graph-augmented retrieval
Full documentation PyPI page Source (packages/ragleap-rag)