The Embeddings Directory
Quality-scored directory of 4,115 embedding tools, updated daily. Every tool scored on maintenance, adoption, maturity, and community signals.
Embedding models convert text, images, and code into dense vector representations for search, clustering, and similarity.
11
70–100
142
50–69
967
30–49
2,995
10–29
Top tools by quality score
| # | Tool | Score |
|---|---|---|
| 1 |
embeddings-benchmark/mteb
MTEB: Massive Text Embedding Benchmark |
|
| 2 |
trustgraph-ai/trustgraph
The context development platform. Store, enrich, and retrieve structured... |
|
| 3 |
FlagOpen/FlagEmbedding
Retrieval and Retrieval-augmented LLMs |
|
| 4 |
MinishLab/model2vec
Fast State-of-the-Art Static Embeddings |
|
| 5 |
xhluca/bm25s
Fast lexical search implementing BM25 in Python |
|
| 6 |
inception-project/inception
INCEpTION provides a semantic annotation platform offering intelligent... |
|
| 7 |
srbhr/Resume-Matcher
Improve your resumes with Resume Matcher. Get insights, keyword suggestions... |
|
| 8 |
typesense/typesense
Open Source alternative to Algolia + Pinecone and an Easier-to-Use... |
|
| 9 |
qdrant/fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding |
|
| 10 |
aiming-lab/SimpleMem
SimpleMem: Efficient Lifelong Memory for LLM Agents |
|
| 11 |
vllm-project/semantic-router
System Level Intelligent Router for Mixture-of-Models at Cloud, Data Center and Edge |
|
| 12 |
airweave-ai/airweave
Open-source context retrieval layer for AI agents |
|
| 13 |
dtsola/xiaoyaosearch
小遥搜索，听懂你的话、看懂你的图，用AI找到本地任何文件。让搜索像聊天一样简单。XiaoyaoSearch: Understands your... |
|
| 14 |
Blaizzy/mlx-embeddings
MLX-Embeddings is the best package for running Vision and Language Embedding... |
|
| 15 |
docarray/docarray
Represent, send, store and search multimodal data |
|
| 16 |
getzep/zep
Zep | Examples, Integrations, & More |
|
| 17 |
shibing624/text2vec
text2vec, text to vector.... |
|
| 18 |
roshan-research/hazm
Persian NLP Toolkit |
|
| 19 |
aws-samples/amazon-bedrock-samples
This repository contains examples for customers to get started using the... |
|
| 20 |
brianpetro/obsidian-smart-connections
Chat with your notes & see links to related content with AI embeddings. Use... |
|
Browse by category
Uncategorized
294 tools
Semantic Search Applications
195 tools
Agent Memory Systems
132 tools
Word Embedding Implementations
127 tools
Embedding Visualization Tools
108 tools
Domain-Specific Embeddings
95 tools
Vector Database Libraries
94 tools
Text Classification Sentiment
93 tools
Document QA Chatbots
93 tools
Self-Hosted Embedding Servers
90 tools
NLP Education Courses
90 tools
Personal Knowledge Management
90 tools
Item Recommendation Systems
89 tools
Image Semantic Search
82 tools
Local Semantic Search
81 tools
Code Repository Intelligence
75 tools
LLM Orchestration Platforms
74 tools
Resume Job Matching
72 tools
Semantic Search Frameworks
66 tools
Generative AI Learning
65 tools
Embedding Evaluation Benchmarks
64 tools
Conversational RAG Agents
61 tools
Graph Node Embeddings
55 tools
Book Recommendation Systems
51 tools
Agentic Workflow Orchestration
50 tools
Research Paper RAG
50 tools
Evaluation
48 tools
Pretrained Embedding Models
48 tools
Embedding Model Tuning
48 tools
Semantic Search Frontends
47 tools
Text Embedding Runtimes
47 tools
Document Intelligence RAG
47 tools
PDF Question Answering
46 tools
RAG Techniques & Frameworks
44 tools
Embedding Clustering Tools
42 tools
Clinical Code Embeddings
42 tools
Wikipedia Semantic Search
38 tools
Sacred Text Search
38 tools
Lightweight RAG Systems
34 tools
Embedding API Providers
33 tools
Transformer Architecture Education
32 tools
Biomedical Literature RAG
32 tools
Semantic Similarity Measurement
31 tools
FAISS Semantic Search
31 tools
Question Answering Systems
30 tools
Video Semantic Search
29 tools
Word Embedding Vectors
27 tools
Semantic Search Engines
27 tools
Server
27 tools
Model
26 tools
Protein Property Prediction
24 tools
Postgres Vector RAG
23 tools
Vector Search APIs
23 tools
Knowledge Graph Embeddings
22 tools
MCP Semantic Retrieval
22 tools
Product Search Systems
21 tools
Music Similarity Embeddings
21 tools
Semantic Search Models
20 tools
Agentic RAG Systems
20 tools
Financial News RAG
19 tools
Word Embedding Methods
18 tools
FAQ Chatbot Systems
17 tools
Semantic Search Backends
15 tools
Semantic Chunking
14 tools
Graph Neural Networks
14 tools
Graph RAG Systems
13 tools
Llm Recommendation Systems
11 tools
Face Recognition Embeddings
11 tools
Video Content RAG
10 tools
Llm Knowledge Graph Generation
9 tools
Embedding Api Servers
9 tools
ChromaDB RAG Systems
9 tools
Llm Domain Datasets
9 tools
Utility
8 tools
Legal Document RAG
8 tools
Movie Recommendation Systems
8 tools
Word2Vec Implementations
7 tools
Resume Matching Screening
7 tools
Retrieval Ranking Fusion
6 tools
Protein Language Models
6 tools
Nlp Algorithm Implementations
6 tools
Content Based Recommendation Systems
6 tools
Review Sentiment Classification
6 tools
Nlp Learning Resources
5 tools
Multimodal Search Engines
5 tools
Semantic Search Retrieval
5 tools
Content Based Recommendation
5 tools
Semantic Textual Similarity
5 tools
Fine Tuning
5 tools
Resume Screening Matching
4 tools
Domain Specific Benchmarks
4 tools
Clip Multimodal Search
4 tools
Kv Cache Optimization
4 tools
Llm Thesis Research
4 tools
Semantic Kernel Tools
4 tools
High Performance Vector Search
4 tools
Graph Language Models
4 tools
Text Similarity Matching
4 tools
Memory Augmented Architectures
4 tools
Text Classification
4 tools
Llm Data Labeling
3 tools
Vector Knowledge Bases
3 tools
Hybrid Search Rag
3 tools
Icu Patient Risk Prediction
3 tools
Named Entity Recognition
3 tools
Llm Scaling Architecture
3 tools
Academic Research Rag
3 tools
Multimodal Vision Language
3 tools
Topic Modeling Frameworks
3 tools
Drug Discovery Ml
3 tools
Hybrid Retrieval Optimization
3 tools
Rna Structure Learning
3 tools
Multi Agent Orchestration
3 tools
Llm Bias Evaluation
3 tools
Ml Benchmarking Frameworks
3 tools
Langchain Prompt Templates
2 tools
Clip Vision Language
2 tools
Single Cell Omics Integration
2 tools
Llm Finetuning Frameworks
2 tools
Vector Embedding Storage
2 tools
Nlp Project Collections
2 tools
Bpe Tokenizers
2 tools
Manifold Learning Frameworks
2 tools
Text Alignment Systems
2 tools
Llm Knowledge Editing
2 tools
Spotify Music Recommendation
2 tools
Web Scraping Tools
2 tools
Rlhf Alignment Training
2 tools
Cartoon Style Transfer
2 tools
Word Lookup Games
2 tools
Multimodal Image Search
2 tools
Knowledge Graph Construction
2 tools
Llm Reasoning Research
2 tools
Ai Powered Search Engines
2 tools
Rag Qa Systems
2 tools
Browser Based Ml Inference
2 tools
Rust Ml Libraries
2 tools
Nlp Learning Coursework
2 tools
Text Tokenization Libraries
2 tools
Vector Db From Scratch
2 tools
Information Retrieval Systems
2 tools
Machine Consciousness Frameworks
2 tools
Ecommerce Ai Assistants
2 tools
Instruction Tuning Datasets
2 tools
Ai Resume Optimization
2 tools
Rust Nlp Bindings
2 tools
Text Authorship Analysis
2 tools
Graph Network Embeddings
2 tools
Text Classification Nlp
2 tools
Lyric Generation Ai
2 tools
Neural Network Visualization
2 tools
Recommendation Systems Transformers
2 tools
Ai Stock Analysis
2 tools
Emoji Generation Ml
2 tools
Pinecone Vector Search
2 tools
Word Embeddings Training
2 tools
Text Authenticity Detection
2 tools
Data Annotation Tools
1 tools
Llm Provider Sdks
1 tools
Recommendation System Frameworks
1 tools
Langchain Application Tutorials
1 tools
Llm Inference Engines
1 tools
Ai Content Writing
1 tools
Javascript Ml Libraries
1 tools
Agent Memory Architectures
1 tools
Bert Model Frameworks
1 tools
Attention Mechanism Implementations
1 tools
Academic Thesis Repositories
1 tools
Academic Paper Tools
1 tools
Document Chunking
1 tools
Academic Paper Screening
1 tools
Data Pipeline Frameworks
1 tools
Variational Autoencoder Implementations
1 tools
Transformer Training Optimization
1 tools
Dna Sequence Ml
1 tools
Conversational Chatbot Applications
1 tools
Self Hosted Rag Platforms
1 tools
Audio Source Separation
1 tools
Job Market Analytics
1 tools
Local Rag Stacks
1 tools
Pii Redaction Anonymization
1 tools
Rust Llm Infrastructure
1 tools
Go Ml Bindings
1 tools
Huggingface Hub Clients
1 tools
Document Data Extraction
1 tools
Neural Data Compression
1 tools
Document Qa Systems
1 tools
Self Supervised Learning
1 tools
Codebase Chat Rag
1 tools
Clip Image Embeddings
1 tools
Explainability Interpretability Frameworks
1 tools
Edge Device Ml Frameworks
1 tools
Llm Docker Deployments
1 tools
Indonesian Nlp Resources
1 tools
Redis Vector Caching
1 tools
Chatbot Development Frameworks
1 tools
Chatgpt Api Tutorials
1 tools
Codebase Search Indexing
1 tools
Llm Robot Planning
1 tools
Evaluation Frameworks Metrics
1 tools
Healthcare Ai Applications
1 tools
Speech Ai Coursework
1 tools
Fake News Detection
1 tools
Healthcare Ai Diagnostics
1 tools
Sparse Attention Optimization
1 tools
Ai Powered Business Analytics
1 tools
Text Classification Transformers
1 tools
Acute Symptom Checker
1 tools
Qa System Implementations
1 tools
Go Nlp Libraries
1 tools
Competitive Agent Games
1 tools
Arxiv Paper Assistants
1 tools
Clinical Text Classification
1 tools
Conversational Ai Chatbots
1 tools
Llm Compression Optimization
1 tools
Ollama Local Chatbots
1 tools
Ai Powered Studying
1 tools
Qwen Llm Ecosystem
1 tools
Multi Task Learning
1 tools
Gemma Model Fine Tuning
1 tools
Obsidian Ai Plugins
1 tools
Image To 3D Generation
1 tools
Automatic Question Generation
1 tools
Product Recommendation Systems
1 tools
Generative Ai Projects
1 tools
Nlp Rest Apis
1 tools
Healthcare Rag Systems
1 tools
Browser Local Llm
1 tools
Essay Scoring Grading
1 tools
Text Clustering Topic Modeling
1 tools
Agent Memory Infrastructure
1 tools
Open Webui Extensions
1 tools
Rag Evaluation Frameworks
1 tools
Llm Quantization Techniques
1 tools
Agent Orchestration Platforms
1 tools
Rag Applications
1 tools
Keyword Speech Recognition
1 tools
Llm Learning Resources
1 tools
Transformer Frameworks Wrappers
1 tools
Restaurant Rating Prediction
1 tools
Blackroad Os Ecosystem
1 tools
Java Ml Implementations
1 tools
Rust Tensor Frameworks
1 tools
Ecommerce Product Recommendation
1 tools
Clinical Llm Tools
1 tools
Text Analysis Visualization
1 tools
Zero Knowledge Ml
1 tools
Rag Educational Reference
1 tools
Synthetic Data Generation
1 tools
Audio Classification Transformers
1 tools
Image Auto Tagging
1 tools
Sign Language Recognition
1 tools
Academic Thesis Projects
1 tools
Rule Based Expert Systems
1 tools
Mixture Of Experts Llms
1 tools
Career Application Automation
1 tools
Deepseek Ai Tools
1 tools
Tfidf Text Analysis
1 tools
Text To Video Generation
1 tools
Music Lyrics Analysis
1 tools
Text Summarization Transformers
1 tools
Rust Neural Networks
1 tools
Langchain Framework Learning
1 tools
Emotion Detection Transformers
1 tools
Recommendation Engine Rag
1 tools
Hackathon Submission Projects
1 tools
Llm Function Calling
1 tools
Financial Sentiment Analysis
1 tools
Advanced Prompt Protocols
1 tools
Llm Interpretability Explainability
1 tools
Gemini Ai Applications
1 tools
Text Network Analysis
1 tools
Specialized Domain Agents
1 tools
Session Context Memory
1 tools
Disaster Tweet Classification
1 tools
Chemical Property Ml
1 tools
Hate Speech Content Moderation
1 tools
Agi Consciousness Philosophy
1 tools
Document Chat Platforms
1 tools
Twitter Sentiment Analysis
1 tools
Reading Comprehension Qa
1 tools
Vector Database Management
1 tools
Multimodal Rag Systems
1 tools
Movie Review Sentiment
1 tools
Ai Application Frameworks
1 tools
Llm Comparison Evaluation
1 tools
Bert Model Implementations
1 tools
Fake Job Detection
1 tools
Emotion Based Music Recommendation
1 tools
Nlp Text Analysis
1 tools
Ai Interview Coaching
1 tools
Bert Model Deployment
1 tools
Transformer Architecture Tutorials
1 tools
Ml Foundations Curricula
1 tools
Youtube Video Summarization
1 tools
Ai Image Generation
1 tools
Model Evaluation Diagnostics
1 tools