huggingface ★ 5.0k Tool stable Fast inference server for serving text embedding models in production.
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UKPLab ★ 19k Repository stable Python framework for computing dense vector embeddings for sentences and text.
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$ pip install sentence-transformersCopy Embeddings
chroma-core ★ 29k Tool stable Open-source embedding database for building LLM apps.
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$ pip install chromadbCopy Vector Databases
qdrant ★ 3.1k Repository experimental Lightweight fast Python library for generating text embeddings without heavy dependencies.
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$ pip install fastembedCopy Embeddings
mem0ai ★ 62k Repository stable Personalized memory layer for AI agents and LLMs.
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openai ★ 31k Repository stable Official Python client library for the OpenAI API.
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All-in-one embeddings database for semantic search and RAG.
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Embeddings RAG Frameworks
cohere-ai ★ 396 Repository stable Official Python library for Cohere embeddings and language models.
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facebookresearch ★ 41k Tool stable Library for efficient similarity search of dense vectors by Meta.
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$ pip install faiss-cpuCopy Vector Databases Embeddings
FlagOpen ★ 12k Repository active Open source library for training and using state of the art text embedding models.
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$ pip install FlagEmbeddingCopy Embeddings
googleapis ★ 3.9k Repository active Official Python SDK for the Google Gemini API.
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