All Embedding Tools

4,013 tools ranked by quality score

Showing 1–100 of 4,013

#	Tool	Score	Tier	Category	Stars	Language
1	embeddings-benchmark/mteb MTEB: Massive Text Embedding Benchmark	99	Verified	embedding-evaluation-benchmarks	3,159	Python
2	aiming-lab/SimpleMem SimpleMem: Efficient Lifelong Memory for LLM Agents	81	Verified	agent-memory-systems	3,182	Python
3	xhluca/bm25s Fast lexical search implementing BM25 in Python	80	Verified	retrieval-ranking-fusion	1,560	Python
4	MinishLab/model2vec Fast State-of-the-Art Static Embeddings	80	Verified	pretrained-embedding-models	2,008	Python
5	FlagOpen/FlagEmbedding Retrieval and Retrieval-augmented LLMs	79	Verified	self-hosted-embedding-servers	11,395	Python
6	docarray/docarray Represent, send, store and search multimodal data	76	Verified	question-answering-systems	3,117	Python
7	srbhr/Resume-Matcher Improve your resumes with Resume Matcher. Get insights, keyword suggestions...	75	Verified	resume-screening-matching	26,295	TypeScript
8	qdrant/fastembed Fast, Accurate, Lightweight Python library to make State of the Art Embedding	74	Verified	self-hosted-embedding-servers	2,771	Python
9	typesense/typesense Open Source alternative to Algolia + Pinecone and an Easier-to-Use...	74	Verified	semantic-search-frontends	25,376	C++
10	vllm-project/semantic-router System Level Intelligent Router for Mixture-of-Models at Cloud, Data Center and Edge	73	Verified	langchain-prompt-templates	3,373	Go
11	shibing624/text2vec text2vec, text to vector....	73	Verified	word-embedding-implementations	4,950	Python
12	airweave-ai/airweave Open-source context retrieval layer for AI agents	72	Verified	agentic-workflow-orchestration	5,981	Python
13	inception-project/inception INCEpTION provides a semantic annotation platform offering intelligent...	69	Established	data-annotation-tools	684	Java
14	lfnovo/esperanto A unified interface for various AI model providers	69	Established	llm-orchestration-platforms	157	Python
15	Blaizzy/mlx-embeddings MLX-Embeddings is the best package for running Vision and Language Embedding...	69	Established	self-hosted-embedding-servers	290	Python
16	getzep/zep Zep \| Examples, Integrations, & More	68	Established	llm-provider-sdks	4,190	Python
17	zilliztech/GPTCache Semantic cache for LLMs. Fully integrated with LangChain and llama_index.	66	Established	agent-memory-systems	7,963	Python
18	shibing624/similarities Similarities: a toolkit for similarity calculation and semantic search....	66	Established	word-embedding-vectors	899	Python
19	gorse-io/gorse AI powered open source recommender system engine supports classical/LLM...	66	Established	recommendation-system-frameworks	9,549	Go
20	roshan-research/hazm Persian NLP Toolkit	66	Established	nlp-education-courses	1,381	Python
21	cocoindex-io/cocoindex Data transformation framework for AI. Ultra performant, with incremental...	65	Established	code-repository-intelligence	6,438	Rust
22	huggingface/text-embeddings-inference A blazing fast inference solution for text embeddings models	65	Established	text-embedding-runtimes	4,582	Rust
23	eliorc/node2vec Implementation of the node2vec algorithm.	65	Established	graph-node-embeddings	1,293	Python
24	ddangelov/Top2Vec Top2Vec learns jointly embedded topic, document and word vectors.	65	Established	word-embedding-implementations	3,109	Python
25	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
26	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
27	Merck/Sapiens Sapiens is a human antibody language model based on BERT.	62	Established	self-hosted-embedding-servers	72	Jupyter Notebook
28	zilliztech/memsearch A Markdown-first memory system, a standalone library for any AI agent....	62	Established	agent-memory-systems	846	Python
29	NotJoeMartinez/yt-fts YouTube Full Text Search - Search all of YouTube from the command line	61	Established	video-content-rag	1,796	Python
30	jparkerweb/semantic-chunking 🍱 semantic-chunking ⇢ semantically create chunks from large document for...	61	Established	semantic-chunking	134	JavaScript
31	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...	61	Established	code-repository-intelligence	1,207	Python
32	Ryandonofrio3/osgrep Open Source Semantic Search for your AI Agent	60	Established	code-repository-intelligence	1,080	TypeScript
33	explosion/sense2vec 🦆 Contextually-keyed word vectors	60	Established	word-embedding-vectors	1,672	Python
34	Anush008/fastembed-rs Rust library for vector embeddings and reranking.	60	Established	text-embedding-runtimes	791	Rust
35	TorchDR/TorchDR TorchDR - PyTorch Dimensionality Reduction	59	Established	embedding-clustering-tools	199	Python
36	codelion/adaptive-classifier A flexible, adaptive classification system for dynamic text classification	59	Established	text-classification-sentiment	539	Python
37	ssrajadh/sentrysearch Semantic search over videos using Gemini Embedding 2.	58	Established	video-semantic-search	894	Python
38	cosmosgl/graph GPU-accelerated force graph layout and rendering	58	Established	embedding-visualization-tools	1,118	TypeScript
39	winkjs/wink-bm25-text-search Fast Full Text Search based on BM25	58	Established	local-semantic-search	70	JavaScript
40	patrickfrank1/chesspos Embedding based chess position search and embedding learning for chess positions	58	Established	semantic-search-frameworks	16	Jupyter Notebook
41	unum-cloud/UForm Pocket-Sized Multimodal AI for content understanding and generation across...	58	Established	image-semantic-search	1,221	Python
42	freedmand/semantra Multi-tool for semantic search	58	Established	semantic-search-frameworks	2,705	Python
43	MilaNLProc/contextualized-topic-models A python package to run contextualized topic modeling. CTMs combine...	58	Established	domain-specific-embeddings	1,266	Python
44	jina-ai/clip-as-service 🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP	58	Established	clip-vision-language	12,825	Python
45	AmenRa/retriv A Python Search Engine for Humans 🥸	57	Established	wikipedia-semantic-search	248	Python
46	curiosity-ai/catalyst 🚀 Catalyst is a C# Natural Language Processing library built for speed....	57	Established	vector-database-libraries	836	C#
47	michaelfeil/infinity Infinity is a high-throughput, low-latency serving engine for...	57	Established	llm-inference-engines	2,717	Python
48	yoanbernabeu/grepai Semantic Search & Call Graphs for AI Agents (100% Local)	57	Established	code-repository-intelligence	1,443	C
49	justincasher/lean-explore A search engine for Lean 4 declarations	57	Established	code-repository-intelligence	55	Python
50	deepset-ai/haystack-core-integrations Additional packages (components, document stores and the likes) to extend...	57	Established	langchain-application-tutorials	182	Python
51	microsoft/simplechat Secure AI conversations with documents, video, audio, and more. Personal...	56	Established	conversational-rag-agents	121	Python
52	deepset-ai/haystack-tutorials Here you can find all the Tutorials for Haystack 📓	56	Established	semantic-search-applications	351	Jupyter Notebook
53	ContextualAI/gritlm Generative Representational Instruction Tuning	56	Established	embedding-model-tuning	688	Jupyter Notebook
54	byte5ai/palaia Palaia — Local, crash-safe memory for AI agents. Semantic vector search...	56	Established	server	4	Python
55	Yomguithereal/talisman Straightforward fuzzy matching, information retrieval and NLP building...	56	Established	javascript-ml-libraries	726	JavaScript
56	rom1504/clip-retrieval Easily compute clip embeddings and build a clip retrieval system with them	56	Established	image-semantic-search	2,733	Jupyter Notebook
57	awinml/voyage-embedders-haystack Custom components for Haystack for creating embeddings and reranking...	56	Established	embedding-api-providers	6	Python
58	Accenture/AmpliGraph Python library for Representation Learning on Knowledge Graphs...	56	Established	graph-neural-networks	2,228	Python
59	usc-isi-i2/kgtk Knowledge Graph Toolkit	55	Established	knowledge-graph-embeddings	414	Jupyter Notebook
60	unum-cloud/USearch Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary...	55	Established	semantic-search-applications	3,952	C++
61	ascottbell/maasv Memory Architecture as a Service — cognition layer for AI assistants....	55	Established	agent-memory-systems	17	Python
62	towhee-io/towhee Towhee is a framework that is dedicated to making neural data processing...	54	Established	semantic-search-applications	3,458	Python
63	aryn-ai/sycamore 🍁 Sycamore is an LLM-powered search and analytics platform for unstructured data.	54	Established	semantic-search-applications	592	Python
64	TeleAI-UAGI/telemem TeleMem is a high-performance drop-in replacement for Mem0, featuring...	54	Established	agent-memory-systems	453	Python
65	starthackHQ/Contextinator Turning messy repos into weapons of mass structured context.	54	Established	code-repository-intelligence	22	Python
66	Clay-foundation/model The Clay Foundation Model - An open source AI model and interface for Earth	54	Established	embedding-visualization-tools	542	Python
67	Azure/azure-search-vector-samples A repository of code samples for Vector search capabilities in Azure AI Search.	54	Established	vector-database-libraries	907	Jupyter Notebook
68	asreview/asreview-dory Official extension for ASReview LAB enabling state-of-the-art NLP models...	54	Established	academic-paper-tools	11	Python
69	neuml/annotateai 📝 Automatically annotate papers using LLMs	54	Established	llm-data-labeling	410	Python
70	apocas/restai RESTai is an AIaaS (AI as a Service) open-source platform. Built on top of...	53	Established	llm-orchestration-platforms	480	Python
71	yannvgn/laserembeddings LASER multilingual sentence embeddings as a pip package	53	Established	embedding-evaluation-benchmarks	224	Python
72	NyanNyanovich/nyan Automatic news aggregator in Telegram / Автоматический агрегатор новостей в Телеграме	53	Established	financial-news-rag	290	Python
73	run-llama/semtools Semantic search and document parsing tools for the command line	53	Established	local-semantic-search	1,697	Rust
74	RichmondAlake/memorizz MemoRizz: A Python library serving as a memory layer for AI applications....	53	Established	agent-memory-systems	692	Python
75	fellanH/context-vault Persistent memory for AI agents — save and search knowledge across sessions...	53	Established	agent-memory-systems	2	JavaScript
76	artitw/text2text Text2Text Language Modeling Toolkit	52	Established	generative-ai-learning	303	Python
77	chakki-works/chakin Simple downloader for pre-trained word vectors	52	Established	word-embedding-vectors	334	Python
78	joshuaswarren/openclaw-engram Local-first memory plugin for OpenClaw AI agents. LLM-powered extraction,...	52	Established	agent-memory-systems	13	TypeScript
79	EBISPOT/ols4 The EMBL-EBI Ontology Lookup Service (OLS)	52	Established	vector-knowledge-bases	84	Java
80	supabase/embeddings-generator GitHub Action to generate embeddings from the markdown files in your repository.	52	Established	vector-database-libraries	118	TypeScript
81	harmonydata/harmony The Harmony Python library: a research tool for psychologists to harmonise...	52	Established	embedding-evaluation-benchmarks	52	Python
82	koursaros-ai/nboost NBoost is a scalable, search-api-boosting platform for deploying transformer...	52	Established	semantic-search-frameworks	674	Python
83	gmickel/gno Local AI-powered document search and editing with first-in-class hybrid...	52	Established	personal-knowledge-management	52	TypeScript
84	Michael-JB/bm25 A BM25 embedder, scorer, and search engine, written in Rust.	52	Established	semantic-search-engines	56	Rust
85	predict-idlab/pyRDF2Vec 🐍 Python Implementation and Extension of RDF2Vec	51	Established	word-embedding-implementations	267	Python
86	Dadmatech/DadmaTools DadmaTools is a Persian NLP tools developed by Dadmatech Co.	51	Established	nlp-education-courses	208	Python
87	Embedding/Chinese-Word-Vectors 100+ Chinese Word Vectors 上百种预训练中文词向量	51	Established	pretrained-embedding-models	12,188	Python
88	tensorflow/hub A library for transfer learning by reusing parts of TensorFlow models.	51	Established	pretrained-embedding-models	3,527	Python
89	joelvdhoeven/memord A local shared memory layer for all your AI tools — Claude, Cursor,...	51	Established	agent-memory-systems	1	TypeScript
90	vector-ai/vectorai Vector AI — A platform for building vector based applications. Encode, query...	51	Established	vector-database-libraries	320	Python
91	lotus-data/lotus AI-Powered Data Processing: Use LOTUS to process all of your datasets with...	51	Established	agentic-workflow-orchestration	1,561	Python
92	Hamza5/file-brain Smart local file search app that understands your files	51	Established	local-semantic-search	147	Python
93	scarletkc/vexor A semantic search engine for files and code.	51	Established	code-repository-intelligence	208	Python
94	prosperitypirate/codexfi Persistent memory for OpenCode AI agents. Embedded LanceDB + Voyage AI...	51	Established	agent-memory-systems	6	TypeScript
95	primeqa/primeqa The prime repository for state-of-the-art Multilingual Question Answering...	50	Established	question-answering-systems	739	Python
96	gao-lab/GLUE Graph-linked unified embedding for single-cell multi-omics data integration	50	Established	single-cell-omics-integration	456	Python
97	MinishLab/model2vec-rs Official Rust Implementation of Model2Vec	50	Established	text-embedding-runtimes	161	Rust
98	remete618/widemem-ai Next-gen AI memory layer with importance scoring, temporal decay,...	50	Established	agent-memory-systems	2	Python
99	mazzzystar/Queryable Run OpenAI's CLIP and Apple's MobileCLIP model on iOS to search photos.	49	Emerging	image-semantic-search	2,924	Swift
100	jayzeng/pi-memory Persistent memory extension for pi with daily logs, scratchpad, and optional...	49	Emerging	agent-memory-systems	3	TypeScript

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