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Decision filters

Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-16 of 742 ranked candidates matching "embeddings"

Best blend of quality, stars, freshness, and agent usage

What Are Embeddings

VERIFIEDEXCELLENT · 87TRUST · 82SAFE · REVIEWEDRESEARCH

A deep dive into embeddings starting from fundamentals

$ npx skills add veekaybee/what_are_embeddings

1.1K stars56 quality82 trustReviewed with permission notesClaude Code6mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

jupyter-notebookembeddings

by veekaybeeDetailsQuick view

Fast Sentence Embeddings

NEEDS REVIEW · 54TRUST · 73SAFE · EXPERIMENTALRESEARCH

Compute Sentence Embeddings Fast!

$ npx skills add oborchers/Fast_Sentence_Embeddings

624 stars38 quality73 trustExperimentalClaude Code3y since pushNeeds review

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

jupyter-notebookembeddings

by oborchersDetailsQuick view

Mlx Embeddings

STRONG · 72TRUST · 77SAFE · REVIEWEDCODING

MLX-Embeddings is the best package for running Vision and Language Embedding models locally on your Mac using MLX.

$ npx skills add Blaizzy/mlx-embeddings

404 stars49 quality77 trustReviewed with permission notesClaude Code2mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

pythonchatbot

by BlaizzyDetailsQuick view

Text Embeddings Inference

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · VERIFIEDRESEARCH

A blazing fast inference solution for text embeddings models

$ npx skills add huggingface/text-embeddings-inference

4.9K stars68 quality88 trustVerifiedClaude Code1mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

rustembeddings

by huggingfaceDetailsQuick view

Mteb

VERIFIEDEXCELLENT · 100TRUST · 89SAFE · VERIFIEDRESEARCH

MTEB: Massive Text Embedding Benchmark

$ npx skills add embeddings-benchmark/mteb

3.3K stars66 quality89 trustVerifiedClaude Code17d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonsemantic-search

by embeddings-benchmarkDetailsQuick view

Model2vec

VERIFIEDEXCELLENT · 100TRUST · 87SAFE · VERIFIEDRESEARCH

Fast State-of-the-Art Static Embeddings

$ npx skills add MinishLab/model2vec

2.1K stars65 quality87 trustVerifiedClaude Code1mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonembeddings

by MinishLabDetailsQuick view

Instructor Embedding

VERIFIEDSTRONG · 73TRUST · 81SAFE · REVIEWEDRESEARCH

[ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings

$ npx skills add xlang-ai/instructor-embedding

2.0K stars50 quality81 trustReviewed with permission notesClaude Code1y since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale

TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonembeddings

by xlang-aiDetailsQuick view

Stock Rnn

VERIFIEDPROMISING · 68TRUST · 78SAFE · EXPERIMENTALRESEARCH

Predict stock market prices using RNN model with multilayer LSTM cells + optional multi-stock embeddings.

$ npx skills add lilianweng/stock-rnn

2.0K stars50 quality78 trustExperimentalClaude Code4y since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.Check: Repository looks stale

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonembeddings

by lilianwengDetailsQuick view

Keras TextClassification

VERIFIEDSTRONG · 73TRUST · 82SAFE · EXPERIMENTALRESEARCH

中文长文本分类、短句子分类、多标签分类、两句子相似度（Chinese Text Classification of Keras NLP, multi-label classify, or sentence classify, long or short），字词句向量嵌入层（embeddings）和网络层（graph）构建基类，FastT…

$ npx skills add yongzhuo/Keras-TextClassification

1.8K stars50 quality82 trustExperimentalClaude Code2y since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale

TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonembeddings

by yongzhuoDetailsQuick view

Contextualized Topic Models

VERIFIEDSTRONG · 84TRUST · 86SAFE · REVIEWEDRESEARCH

A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL an…

$ npx skills add MilaNLProc/contextualized-topic-models

1.3K stars52 quality86 trustReviewed with permission notesClaude Code12mo since pushSafe to try

QualitySolid option that is likely worth shortlisting for production workflows.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonembeddings

by MilaNLProcDetailsQuick view

Bpemb

VERIFIEDSTRONG · 71TRUST · 83SAFE · REVIEWEDRESEARCH

Pre-trained subword embeddings in 275 languages, based on Byte-Pair Encoding (BPE)

$ npx skills add bheinzerling/bpemb

1.2K stars48 quality83 trustReviewed with permission notesClaude Code2y since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale

TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonembeddings

by bheinzerlingDetailsQuick view

Multi Class Text Classification Cnn Rnn

EXCELLENT · 85TRUST · 84SAFE · REVIEWEDRESEARCH

Classify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.

$ npx skills add jiegzhan/multi-class-text-classification-cnn-rnn

603 stars53 quality84 trustReviewedClaude Code30d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

pythonembeddings

by jiegzhanDetailsQuick view

Cleora

STRONG · 74TRUST · 78SAFE · REVIEWEDRESEARCH

Cleora AI is a general-purpose open-source model for efficient, scalable learning of stable and inductive entity embeddings for heterogeneous relational data. Created by…

$ npx skills add BaseModelAI/cleora

540 stars50 quality78 trustReviewed with permission notesClaude Code3mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

jupyter-notebookembeddings

by BaseModelAIDetailsQuick view

Wizmap

STRONG · 75TRUST · 79SAFE · REVIEWEDRESEARCH

Explore and interpret large embeddings in your browser with interactive visualization! 📍

$ npx skills add poloclub/wizmap

531 stars46 quality79 trustReviewed with permission notesClaude Code + Browser agents6mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + Browser agents · 4 targets

typescriptembeddings

by poloclubDetailsQuick view

Osintgpt

NEEDS REVIEW · 48TRUST · 72SAFE · EXPERIMENTALRESEARCH

An open-source intelligence (OSINT) analysis tool leveraging GPT-powered embeddings and vector search engines for efficient data processing

$ npx skills add estebanpdl/osintgpt

513 stars38 quality72 trustExperimentalClaude Code + OpenAI Agents3y since pushNeeds review

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + OpenAI Agents · 4 targets

pythonembeddings

by estebanpdlDetailsQuick view

Pykeen

VERIFIEDEXCELLENT · 100TRUST · 89SAFE · VERIFIEDCODING

🤖 A Python library for learning and evaluating knowledge graph embeddings

$ npx skills add pykeen/pykeen

2.0K stars65 quality89 trustVerifiedClaude Code23d since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

pythonmachine-learning

by pykeenDetailsQuick view

Page 1

Showing the strongest 16 results to keep the registry fast for humans and agents. Refine by use case, platform, stars, or search query for a narrower shortlist.

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Football and World Cup analytics

Start from the task, not a keyword list.

Choose by scenario, quality, and trust signals.

What Are Embeddings

Fast Sentence Embeddings

Mlx Embeddings

Text Embeddings Inference

Mteb

Model2vec

Instructor Embedding

Stock Rnn

Keras TextClassification

Contextualized Topic Models

Bpemb

Multi Class Text Classification Cnn Rnn

Cleora

Wizmap

Osintgpt

Pykeen