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.
v5.6.12026-07-23PythonApache-2.0
18.9k Completely free Open source