All Embedding Tools

4,115 tools ranked by quality score

Showing 1–100 of 4,115

#	Tool	Score	Tier	Category	Stars	Language
1	embeddings-benchmark/mteb MTEB: Massive Text Embedding Benchmark	86	Verified	embedding-evaluation-benchmarks	3,159	Python
2	trustgraph-ai/trustgraph The context development platform. Store, enrich, and retrieve structured...	80	Verified	evaluation	1,943	Python
3	FlagOpen/FlagEmbedding Retrieval and Retrieval-augmented LLMs	76	Verified	self-hosted-embedding-servers	11,395	Python
4	MinishLab/model2vec Fast State-of-the-Art Static Embeddings	74	Verified	pretrained-embedding-models	2,008	Python
5	xhluca/bm25s Fast lexical search implementing BM25 in Python	74	Verified	retrieval-ranking-fusion	1,560	Python
6	inception-project/inception INCEpTION provides a semantic annotation platform offering intelligent...	73	Verified	data-annotation-tools	684	Java
7	srbhr/Resume-Matcher Improve your resumes with Resume Matcher. Get insights, keyword suggestions...	72	Verified	resume-screening-matching	26,295	TypeScript
8	typesense/typesense Open Source alternative to Algolia + Pinecone and an Easier-to-Use...	71	Verified	semantic-search-frontends	25,376	C++
9	qdrant/fastembed Fast, Accurate, Lightweight Python library to make State of the Art Embedding	71	Verified	self-hosted-embedding-servers	2,771	Python
10	aiming-lab/SimpleMem SimpleMem: Efficient Lifelong Memory for LLM Agents	70	Verified	agent-memory-systems	3,182	Python
11	vllm-project/semantic-router System Level Intelligent Router for Mixture-of-Models at Cloud, Data Center and Edge	70	Verified	langchain-prompt-templates	3,373	Go
12	airweave-ai/airweave Open-source context retrieval layer for AI agents	69	Established	agentic-workflow-orchestration	5,981	Python
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...	67	Established	code-repository-intelligence	1,207	Python
14	Blaizzy/mlx-embeddings MLX-Embeddings is the best package for running Vision and Language Embedding...	66	Established	self-hosted-embedding-servers	290	Python
15	docarray/docarray Represent, send, store and search multimodal data	66	Established	question-answering-systems	3,117	Python
16	getzep/zep Zep \| Examples, Integrations, & More	65	Established	llm-provider-sdks	4,190	Python
17	shibing624/text2vec text2vec, text to vector....	65	Established	word-embedding-implementations	4,950	Python
18	roshan-research/hazm Persian NLP Toolkit	65	Established	nlp-education-courses	1,381	Python
19	aws-samples/amazon-bedrock-samples This repository contains examples for customers to get started using the...	64	Established	postgres-vector-rag	1,388	Jupyter Notebook
20	brianpetro/obsidian-smart-connections Chat with your notes & see links to related content with AI embeddings. Use...	64	Established	personal-knowledge-management	4,659	JavaScript
21	Anush008/fastembed-rs Rust library for vector embeddings and reranking.	64	Established	text-embedding-runtimes	791	Rust
22	shibing624/similarities Similarities: a toolkit for similarity calculation and semantic search....	64	Established	word-embedding-vectors	899	Python
23	gorse-io/gorse AI powered open source recommender system engine supports classical/LLM...	63	Established	recommendation-system-frameworks	9,549	Go
24	Merck/Sapiens Sapiens is a human antibody language model based on BERT.	63	Established	self-hosted-embedding-servers	72	Jupyter Notebook
25	lfnovo/esperanto A unified interface for various AI model providers	63	Established	llm-orchestration-platforms	157	Python
26	NotJoeMartinez/yt-fts YouTube Full Text Search - Search all of YouTube from the command line	62	Established	video-content-rag	1,796	Python
27	cosmosgl/graph GPU-accelerated force graph layout and rendering	62	Established	embedding-visualization-tools	1,118	TypeScript
28	huggingface/text-embeddings-inference A blazing fast inference solution for text embeddings models	62	Established	text-embedding-runtimes	4,582	Rust
29	eliorc/node2vec Implementation of the node2vec algorithm.	62	Established	graph-node-embeddings	1,293	Python
30	cocoindex-io/cocoindex Data transformation framework for AI. Ultra performant, with incremental...	62	Established	code-repository-intelligence	6,438	Rust
31	zilliztech/memsearch A Markdown-first memory system, a standalone library for any AI agent....	61	Established	agent-memory-systems	846	Python
32	deepset-ai/haystack-core-integrations Additional packages (components, document stores and the likes) to extend...	61	Established	langchain-application-tutorials	182	Python
33	Azure/azure-search-vector-samples A repository of code samples for Vector search capabilities in Azure AI Search.	61	Established	vector-database-libraries	907	Jupyter Notebook
34	justincasher/lean-explore A search engine for Lean 4 declarations	60	Established	code-repository-intelligence	55	Python
35	microsoft/simplechat Secure AI conversations with documents, video, audio, and more. Personal...	60	Established	conversational-rag-agents	121	Python
36	apocas/restai RESTai is an AIaaS (AI as a Service) open-source platform. Built on top of...	60	Established	llm-orchestration-platforms	480	Python
37	deepset-ai/haystack-tutorials Here you can find all the Tutorials for Haystack 📓	60	Established	semantic-search-applications	351	Jupyter Notebook
38	explosion/sense2vec 🦆 Contextually-keyed word vectors	59	Established	word-embedding-vectors	1,672	Python
39	jparkerweb/semantic-chunking 🍱 semantic-chunking ⇢ semantically create chunks from large document for...	59	Established	semantic-chunking	134	JavaScript
40	ssrajadh/sentrysearch Semantic search over videos using Gemini Embedding 2.	58	Established	video-semantic-search	894	Python
41	jina-ai/clip-as-service 🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP	58	Established	clip-vision-language	12,825	Python
42	predict-idlab/pyRDF2Vec 🐍 Python Implementation and Extension of RDF2Vec	58	Established	word-embedding-implementations	267	Python
43	TorchDR/TorchDR TorchDR - PyTorch Dimensionality Reduction	58	Established	embedding-clustering-tools	199	Python
44	Dadmatech/DadmaTools DadmaTools is a Persian NLP tools developed by Dadmatech Co.	58	Established	nlp-education-courses	208	Python
45	Ryandonofrio3/osgrep Open Source Semantic Search for your AI Agent	58	Established	code-repository-intelligence	1,080	TypeScript
46	MilaNLProc/contextualized-topic-models A python package to run contextualized topic modeling. CTMs combine...	58	Established	domain-specific-embeddings	1,266	Python
47	yoanbernabeu/grepai Semantic Search & Call Graphs for AI Agents (100% Local)	58	Established	code-repository-intelligence	1,443	C
48	lotus-data/lotus AI-Powered Data Processing: Use LOTUS to process all of your datasets with...	58	Established	agentic-workflow-orchestration	1,561	Python
49	aryn-ai/sycamore 🍁 Sycamore is an LLM-powered search and analytics platform for unstructured data.	58	Established	semantic-search-applications	592	Python
50	Clay-foundation/model The Clay Foundation Model - An open source AI model and interface for Earth	57	Established	embedding-visualization-tools	542	Python
51	michaelfeil/infinity Infinity is a high-throughput, low-latency serving engine for...	57	Established	llm-inference-engines	2,717	Python
52	curiosity-ai/catalyst 🚀 Catalyst is a C# Natural Language Processing library built for speed....	57	Established	vector-database-libraries	836	C#
53	NyanNyanovich/nyan Automatic news aggregator in Telegram / Автоматический агрегатор новостей в Телеграме	57	Established	financial-news-rag	290	Python
54	gao-lab/GLUE Graph-linked unified embedding for single-cell multi-omics data integration	57	Established	single-cell-omics-integration	456	Python
55	patrickfrank1/chesspos Embedding based chess position search and embedding learning for chess positions	57	Established	semantic-search-frameworks	16	Jupyter Notebook
56	AmenRa/retriv A Python Search Engine for Humans 🥸	57	Established	wikipedia-semantic-search	248	Python
57	unum-cloud/UForm Pocket-Sized Multimodal AI for content understanding and generation across...	57	Established	image-semantic-search	1,221	Python
58	neuml/annotateai 📝 Automatically annotate papers using LLMs	57	Established	llm-data-labeling	410	Python
59	infinilabs/coco-server 🥥 Coco AI Server - Search, Connect, Collaborate, AI-powered Enterprise...	56	Established	code-repository-intelligence	134	TypeScript
60	harmonydata/harmony The Harmony Python library: a research tool for psychologists to harmonise...	56	Established	embedding-evaluation-benchmarks	52	Python
61	usc-isi-i2/kgtk Knowledge Graph Toolkit	56	Established	knowledge-graph-embeddings	414	Jupyter Notebook
62	EBISPOT/ols4 The EMBL-EBI Ontology Lookup Service (OLS)	56	Established	vector-knowledge-bases	84	Java
63	insideout10/wordlift-plugin WordLift brings the power of Artificial Intelligence to beautifully organize...	56	Established	ai-content-writing	109	PHP
64	supabase/embeddings-generator GitHub Action to generate embeddings from the markdown files in your repository.	56	Established	vector-database-libraries	118	TypeScript
65	microsoft/kernel-memory Research project. A Memory solution for users, teams, and applications.	56	Established	agent-memory-systems	2,139	C#
66	IntuitionEngineeringTeam/chars2vec Character-based word embeddings model based on RNN for handling real world texts	56	Established	word-embedding-implementations	174	Python
67	snap-stanford/stark (NeurIPS D&B 2024) STaRK: Benchmarking LLM Retrieval on Textual and...	56	Established	llm-knowledge-graph-generation	330	Python
68	derrickburns/generalized-kmeans-clustering Production-ready K-Means clustering for Apache Spark with pluggable Bregman...	56	Established	embedding-clustering-tools	342	Scala
69	Michael-JB/bm25 A BM25 embedder, scorer, and search engine, written in Rust.	56	Established	semantic-search-engines	56	Rust
70	winkjs/wink-bm25-text-search Fast Full Text Search based on BM25	56	Established	local-semantic-search	70	JavaScript
71	IITH-Compilers/IR2Vec Implementation of IR2Vec, LLVM IR Based Scalable Program Embeddings	56	Established	word-embedding-implementations	101	LLVM
72	MaartenGr/PolyFuzz Fuzzy string matching, grouping, and evaluation.	56	Established	semantic-search-applications	792	Python
73	Accenture/AmpliGraph Python library for Representation Learning on Knowledge Graphs...	56	Established	graph-neural-networks	2,228	Python
74	ddangelov/Top2Vec Top2Vec learns jointly embedded topic, document and word vectors.	56	Established	word-embedding-implementations	3,109	Python
75	MinishLab/model2vec-rs Official Rust Implementation of Model2Vec	56	Established	text-embedding-runtimes	161	Rust
76	zilliztech/GPTCache Semantic cache for LLMs. Fully integrated with LangChain and llama_index.	56	Established	agent-memory-systems	7,963	Python
77	rom1504/clip-retrieval Easily compute clip embeddings and build a clip retrieval system with them	56	Established	image-semantic-search	2,733	Jupyter Notebook
78	AnswerDotAI/ModernBERT Bringing BERT into modernity via both architecture changes and scaling	55	Established	pretrained-embedding-models	1,642	Python
79	TeleAI-UAGI/telemem TeleMem is a high-performance drop-in replacement for Mem0, featuring...	55	Established	agent-memory-systems	453	Python
80	unum-cloud/USearch Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary...	55	Established	semantic-search-applications	3,952	C++
81	nomic-ai/nomic Nomic Developer API SDK	54	Established	embedding-visualization-tools	1,872	Python
82	snap-research/GRID GRID: Generative Recommendation with Semantic IDs	54	Established	llm-recommendation-systems	609	Python
83	ContextualAI/gritlm Generative Representational Instruction Tuning	54	Established	embedding-model-tuning	688	Jupyter Notebook
84	chakki-works/chakin Simple downloader for pre-trained word vectors	54	Established	word-embedding-vectors	334	Python
85	alexklibisz/elastiknn Elasticsearch plugin for nearest neighbor search. Store vectors and run...	54	Established	semantic-search-frameworks	391	Scala
86	RichmondAlake/memorizz MemoRizz: A Python library serving as a memory layer for AI applications....	54	Established	agent-memory-systems	692	Python
87	tetherto/qvac QVAC - Local AI SDK and libraries for building private, cross-platform,...	54	Established	—	63	JavaScript
88	towhee-io/towhee Towhee is a framework that is dedicated to making neural data processing...	54	Established	semantic-search-applications	3,458	Python
89	vector-ai/vectorai Vector AI — A platform for building vector based applications. Encode, query...	54	Established	vector-database-libraries	320	Python
90	Azure-Samples/azure-ai-document-processing-samples A collection of samples demonstrating techniques for processing documents...	54	Established	generative-ai-learning	119	Bicep
91	probelabs/probe AI-friendly semantic code search engine for large codebases. Combines...	53	Established	code-repository-intelligence	494	Rust
92	ascottbell/maasv Memory Architecture as a Service — cognition layer for AI assistants....	53	Established	agent-memory-systems	17	Python
93	starthackHQ/Contextinator Turning messy repos into weapons of mass structured context.	53	Established	code-repository-intelligence	22	Python
94	milvus-io/milvus-model A library integrating embedding and reranker models from OpenAI,...	53	Established	hybrid-search-rag	59	Python
95	gmickel/gno Local AI-powered document search and editing with first-in-class hybrid...	53	Established	personal-knowledge-management	52	TypeScript
96	voyage-ai/voyageai-python Voyage AI Official Python Library	53	Established	embedding-api-providers	93	Python
97	LongxingTan/open-retrievals All-in-One: Text Embedding, Retrieval, Reranking and RAG in Transformers	53	Established	rag-techniques-frameworks	74	Python
98	awinml/voyage-embedders-haystack Custom components for Haystack for creating embeddings and reranking...	53	Established	embedding-api-providers	6	Python
99	freedmand/semantra Multi-tool for semantic search	53	Established	semantic-search-frameworks	2,705	Python
100	artitw/text2text Text2Text Language Modeling Toolkit	53	Established	generative-ai-learning	303	Python

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