The Embeddings Directory
Quality-scored directory of 4,013 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.
12
70–100
86
50–69
683
30–49
3,232
10–29
Top tools by quality score
| # | Tool | Score |
|---|---|---|
| 1 |
embeddings-benchmark/mteb
MTEB: Massive Text Embedding Benchmark |
|
| 2 |
aiming-lab/SimpleMem
SimpleMem: Efficient Lifelong Memory for LLM Agents |
|
| 3 |
xhluca/bm25s
Fast lexical search implementing BM25 in Python |
|
| 4 |
MinishLab/model2vec
Fast State-of-the-Art Static Embeddings |
|
| 5 |
FlagOpen/FlagEmbedding
Retrieval and Retrieval-augmented LLMs |
|
| 6 |
docarray/docarray
Represent, send, store and search multimodal data |
|
| 7 |
srbhr/Resume-Matcher
Improve your resumes with Resume Matcher. Get insights, keyword suggestions... |
|
| 8 |
qdrant/fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding |
|
| 9 |
typesense/typesense
Open Source alternative to Algolia + Pinecone and an Easier-to-Use... |
|
| 10 |
vllm-project/semantic-router
System Level Intelligent Router for Mixture-of-Models at Cloud, Data Center and Edge |
|
| 11 |
shibing624/text2vec
text2vec, text to vector.... |
|
| 12 |
airweave-ai/airweave
Open-source context retrieval layer for AI agents |
|
| 13 |
inception-project/inception
INCEpTION provides a semantic annotation platform offering intelligent... |
|
| 14 |
lfnovo/esperanto
A unified interface for various AI model providers |
|
| 15 |
Blaizzy/mlx-embeddings
MLX-Embeddings is the best package for running Vision and Language Embedding... |
|
| 16 |
getzep/zep
Zep | Examples, Integrations, & More |
|
| 17 |
zilliztech/GPTCache
Semantic cache for LLMs. Fully integrated with LangChain and llama_index. |
|
| 18 |
shibing624/similarities
Similarities: a toolkit for similarity calculation and semantic search.... |
|
| 19 |
gorse-io/gorse
AI powered open source recommender system engine supports classical/LLM... |
|
| 20 |
roshan-research/hazm
Persian NLP Toolkit |
|
Browse by category
Agent Memory Systems
210 tools
Document QA Chatbots
198 tools
Semantic Search Applications
177 tools
Code Repository Intelligence
126 tools
Uncategorized
126 tools
Personal Knowledge Management
123 tools
Word Embedding Implementations
109 tools
LLM Orchestration Platforms
101 tools
Embedding Visualization Tools
96 tools
Vector Database Libraries
93 tools
Conversational RAG Agents
90 tools
Agentic Workflow Orchestration
87 tools
Local Semantic Search
85 tools
Self-Hosted Embedding Servers
83 tools
Domain-Specific Embeddings
82 tools
Text Classification Sentiment
79 tools
Image Semantic Search
75 tools
NLP Education Courses
74 tools
Resume Job Matching
73 tools
Generative AI Learning
72 tools
Item Recommendation Systems
72 tools
RAG Techniques & Frameworks
66 tools
Embedding Evaluation Benchmarks
58 tools
MCP Semantic Retrieval
57 tools
Semantic Search Frameworks
55 tools
PDF Question Answering
54 tools
Postgres Vector RAG
53 tools
Document Intelligence RAG
52 tools
Research Paper RAG
51 tools
Semantic Search Frontends
50 tools
Graph Node Embeddings
50 tools
Lightweight RAG Systems
47 tools
FAISS Semantic Search
46 tools
Pretrained Embedding Models
45 tools
Text Embedding Runtimes
42 tools
Embedding Model Tuning
41 tools
Clinical Code Embeddings
41 tools
Evaluation
41 tools
Biomedical Literature RAG
39 tools
Embedding Clustering Tools
36 tools
Book Recommendation Systems
36 tools
Agentic RAG Systems
36 tools
Sacred Text Search
35 tools
Embedding API Providers
33 tools
Wikipedia Semantic Search
31 tools
Transformer Architecture Education
29 tools
Video Semantic Search
27 tools
Financial News RAG
27 tools
Vector Search APIs
26 tools
Semantic Similarity Measurement
25 tools
Question Answering Systems
24 tools
Server
23 tools
Model
23 tools
Product Search Systems
23 tools
Protein Property Prediction
22 tools
Face Recognition Embeddings
22 tools
Graph RAG Systems
21 tools
ChromaDB RAG Systems
21 tools
Video Content RAG
20 tools
Knowledge Graph Embeddings
20 tools
Word Embedding Vectors
18 tools
Music Similarity Embeddings
18 tools
Legal Document RAG
18 tools
Semantic Search Backends
17 tools
Semantic Search Models
17 tools
FAQ Chatbot Systems
17 tools
Semantic Chunking
15 tools
Graph Neural Networks
10 tools
Semantic Search Engines
8 tools
Utility
7 tools
Llm Knowledge Graph Generation
6 tools
Llm Recommendation Systems
6 tools
Llm Domain Datasets
6 tools
Protein Language Models
5 tools
Word Embedding Methods
5 tools
Fine Tuning
5 tools
Nlp Learning Resources
4 tools
Multimodal Search Engines
4 tools
Word2Vec Implementations
4 tools
Retrieval Ranking Fusion
3 tools
Embedding Api Servers
3 tools
Clip Multimodal Search
3 tools
Kv Cache Optimization
3 tools
Semantic Search Retrieval
3 tools
Resume Screening Matching
2 tools
Langchain Prompt Templates
2 tools
Llm Data Labeling
2 tools
Domain Specific Benchmarks
2 tools
Vector Embedding Storage
2 tools
Llm Finetuning Frameworks
2 tools
Manifold Learning Frameworks
2 tools
Llm Scaling Architecture
2 tools
Llm Knowledge Editing
2 tools
Semantic Kernel Tools
2 tools
Drug Discovery Ml
2 tools
Knowledge Graph Construction
2 tools
Nlp Algorithm Implementations
2 tools
Text Similarity Matching
2 tools
Rag Qa Systems
2 tools
Text Tokenization Libraries
2 tools
Graph Network Embeddings
2 tools
Data Annotation Tools
1 tools
Llm Provider Sdks
1 tools
Recommendation System Frameworks
1 tools
Clip Vision Language
1 tools
Llm Inference Engines
1 tools
Langchain Application Tutorials
1 tools
Javascript Ml Libraries
1 tools
Academic Paper Tools
1 tools
Vector Knowledge Bases
1 tools
Single Cell Omics Integration
1 tools
Agent Memory Architectures
1 tools
Ai Content Writing
1 tools
Icu Patient Risk Prediction
1 tools
Academic Research Rag
1 tools
Bpe Tokenizers
1 tools
Hybrid Search Rag
1 tools
Bert Model Frameworks
1 tools
Academic Thesis Repositories
1 tools
Self Hosted Rag Platforms
1 tools
Attention Mechanism Implementations
1 tools
Document Chunking
1 tools
Academic Paper Screening
1 tools
Data Pipeline Frameworks
1 tools
Nlp Project Collections
1 tools
Named Entity Recognition
1 tools
Neural Data Compression
1 tools
Audio Source Separation
1 tools
Variational Autoencoder Implementations
1 tools
Dna Sequence Ml
1 tools
Rlhf Alignment Training
1 tools
Transformer Training Optimization
1 tools
Llm Thesis Research
1 tools
Conversational Chatbot Applications
1 tools
Text Alignment Systems
1 tools
High Performance Vector Search
1 tools
Job Market Analytics
1 tools
Go Ml Bindings
1 tools
Document Qa Systems
1 tools
Rust Llm Infrastructure
1 tools
Spotify Music Recommendation
1 tools
Local Rag Stacks
1 tools
Sparse Attention Optimization
1 tools
Pii Redaction Anonymization
1 tools
Web Scraping Tools
1 tools
Huggingface Hub Clients
1 tools
Document Data Extraction
1 tools
Clip Image Embeddings
1 tools
Self Supervised Learning
1 tools
Edge Device Ml Frameworks
1 tools
Llm Docker Deployments
1 tools
Graph Language Models
1 tools
Cartoon Style Transfer
1 tools
Word Lookup Games
1 tools
Indonesian Nlp Resources
1 tools
Chatbot Development Frameworks
1 tools
Multimodal Image Search
1 tools
Ai Powered Search Engines
1 tools
Topic Modeling Frameworks
1 tools
Llm Compression Optimization
1 tools
Chatgpt Api Tutorials
1 tools
Evaluation Frameworks Metrics
1 tools
Llm Reasoning Research
1 tools
Llm Robot Planning
1 tools
Multimodal Vision Language
1 tools
Fake News Detection
1 tools
Speech Ai Coursework
1 tools
Arxiv Paper Assistants
1 tools
Text Classification Transformers
1 tools
Semantic Textual Similarity
1 tools
Hybrid Retrieval Optimization
1 tools
Rust Ml Libraries
1 tools
Agent Memory Infrastructure
1 tools
Conversational Ai Chatbots
1 tools
Qwen Llm Ecosystem
1 tools
Multi Task Learning
1 tools
Obsidian Ai Plugins
1 tools
Image To 3D Generation
1 tools
Information Retrieval Systems
1 tools
Automatic Question Generation
1 tools
Product Recommendation Systems
1 tools
Multi Agent Orchestration
1 tools
Browser Based Ml Inference
1 tools
Nlp Rest Apis
1 tools
Generative Ai Projects
1 tools
Browser Local Llm
1 tools
Instruction Tuning Datasets
1 tools
Open Webui Extensions
1 tools
Rust Nlp Bindings
1 tools
Movie Recommendation Systems
1 tools
Llm Quantization Techniques
1 tools
Llm Bias Evaluation
1 tools
Rag Educational Reference
1 tools
Audio Classification Transformers
1 tools
Rule Based Expert Systems
1 tools
Review Sentiment Classification
1 tools