Embedding Models
Models that turn text into vectors. Their quality and dimensionality set the ceiling for everything retrieval-based downstream.
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Sentence Transformers
Hugging Face
Run embedding models locally (e.g. bge-m3) to turn text into vectors for RAG and memory — no API.
v6.1.02026-09-18PythonApache-2.0
19.1k Completely free Open source