Top Python Embeddings repositories on GitHub
Models, libraries, and infrastructure for vector representations of text and media. Filtered to projects whose primary language is Python.
Ranked by stars across 325 Python repositories tagged embeddings. Refreshed daily.
- 1neuml/txtai★ 12,964 · ⑂ 891
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
- python
- search
- nlp
- semantic-search
- vector-search
- txtai
- 2Embedding/Chinese-Word-Vectors★ 12,230 · ⑂ 2,320
100+ Chinese Word Vectors 上百种预训练中文词向量
- chinese
- chinese-word-segmentation
- embeddings
- word-embeddings
- vectors-trained
- embedding
- 3FlagOpen/FlagEmbedding★ 12,177 · ⑂ 916
Retrieval and Retrieval-augmented LLMs
- embeddings
- information-retrieval
- llm
- sentence-embeddings
- text-semantic-similarity
- retrieval-augmented-generation
- 4h2oai/h2ogpt★ 11,967 · ⑂ 1,300
Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://gpt-docs.h2o.ai/
- chatgpt
- llm
- ai
- embeddings
- generative
- gpt
- Live search
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- 5KevinMusgrave/pytorch-metric-learning★ 6,341 · ⑂ 658
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
- metric-learning
- deep-learning
- computer-vision
- machine-learning
- pytorch
- deep-metric-learning
- 6MinishLab/semble★ 6,111 · ⑂ 269
Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
- agents
- code-search
- embeddings
- mcp
- mcp-server
- model-context-protocol
- 7shibing624/text2vec★ 4,975 · ⑂ 428
text2vec, text to vector. 文本向量表征工具,把文本转化为向量矩阵,实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型,开箱即用。
- similarity
- nlp
- text-similarity
- text2vec
- word2vec
- embeddings
- 8lightly-ai/lightly★ 3,812 · ⑂ 367
A python library for self-supervised learning on images.
- deep-learning
- self-supervised-learning
- machine-learning
- computer-vision
- pytorch
- embeddings
- 9tensorflow/hub★ 3,528 · ⑂ 1,639
A library for transfer learning by reusing parts of TensorFlow models.
- tensorflow
- machine-learning
- transfer-learning
- embeddings
- image-classification
- python
- 10towhee-io/towhee★ 3,451 · ⑂ 257
Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
- machine-learning
- convolutional-networks
- embedding-vectors
- embeddings
- computer-vision
- image-processing
- Live search
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- 11embeddings-benchmark/mteb★ 3,427 · ⑂ 704
MTEB: State-of-the-art evaluation of embeddings across languages and modalities
- benchmark
- clustering
- information-retrieval
- sentence-transformers
- sts
- text-embedding
- 12superlinked/sie★ 3,291 · ⑂ 311
Open-source inference server and production cluster for all the models your agent needs.
- embeddings
- vector-search
- data-pipeline
- deep-learning
- information-retrieval
- llm
- 13qdrant/fastembed★ 3,211 · ⑂ 249
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- embeddings
- openai
- rag
- retrieval
- retrieval-augmented-generation
- vector-search
- 14hegelai/prompttools★ 3,055 · ⑂ 256
Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
- deep-learning
- large-language-models
- machine-learning
- prompt-engineering
- python
- embeddings
- 15zilliztech/memsearch★ 2,626 · ⑂ 253
A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.
- agent-memory
- claude-code
- claude-code-plugin
- memory
- openclaw
- rag
- 16ailia-ai/ailia-models★ 2,392 · ⑂ 365
The collection of pre-trained, state-of-the-art AI models for ailia SDK
- deep-learning
- face-recognition
- face-detection
- object-detection
- object-recognition
- hand-detection
- Live search
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- 17vearch/vearch★ 2,326 · ⑂ 365
Distributed vector search for AI-native applications
- vectors
- vector-search
- cloud-native
- document-retrieval
- embeddings
- vector-database
- 18PetrochukM/PyTorch-NLP★ 2,220 · ⑂ 252
Basic Utilities for PyTorch Natural Language Processing (NLP)
- pytorch
- nlp
- natural-language-processing
- pytorch-nlp
- torchnlp
- data-loader
- 19MinishLab/model2vec★ 2,210 · ⑂ 127
Fast State-of-the-Art Static Embeddings
- embeddings
- machine-learning
- model2vec
- nlp
- python
- sentence-transformers
Find Python engineers shipping Embeddings
The list above ranks the most-starred public Python repositories tagged with the Embeddings topic, drawn from the public GitHub graph. Across 325 matching repositories, the contributors are a tight cluster of engineers with both Python chops and real Embeddings experience.
That overlap is rare. Most Python engineers haven’t shipped Embeddings, and most Embeddings maintainers don’t write Python. The people on this list’s contributor graph are the ones who do both.
Refolk turns this list into a search. Ask for “Python Embeddings maintainers hiring” or “Python engineers shipping Embeddings in 2025” and Refolk returns a ranked shortlist with the commits, profiles, and projects behind each name.
How this list is built
Last refreshed: Sat, 19 Sep 2026 20:44:50 GMT
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Related lists
- Python · Machine learning
- Python · Deep learning
- Python · Computer vision
- Python · Natural language processing
- Python · LLM
- Python · AI agents
- Python · RAG
- Python · Transformers
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How are these repositories ranked?
By stars, with forks and recent activity as tiebreakers, read from the public GitHub API. The methodology section above has the details.
How fresh is the data?
The ranking re-renders at least daily. Last refreshed: Sat, 19 Sep 2026 20:44:50 GMT.
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