Bge M3 Python Packages

cembedding

Local-first embedding server (ONNX on-device or API) — the reference /embed server for CPersona. MIT.

intelai

Sovereign enterprise RAG & analytics platform — role-scoped persona intelligence, hybrid retrieval (Dense BGE-M3 + BM25 + RRF + Cross-Encoder reranking), GraphRAG-lite, and Monte-Carlo forecasting. FastAPI + React.

omnismart-personas

Sovereign enterprise RAG & analytics platform — role-scoped persona intelligence, hybrid retrieval (Dense BGE-M3 + BM25 + RRF + Cross-Encoder reranking), GraphRAG-lite, and Monte-Carlo forecasting. FastAPI + React.

kglite-docs

Agent-first knowledge base for documents. Built on kglite + BAAI/bge-m3. Multi-format ingest, cross-checked summaries, review kanban, grounding checks, and an MCP server.

m3serve

Optimised BAAI/bge-m3 serving with dense + sparse + ColBERT embeddings, async dynamic batching and pipeline GPU inference

molecare-privacy-gate

Keep sensitive prompts local: a 1,024-weight head on bge-m3 that catches health data, credentials and PII written as plain English, which regex and entity tools miss. A second gate for LLM routers and guardrails. Not a medical device.