Trending Embedding Tools

Tools with the biggest quality score improvements over the last 8 days.

#	Tool	Change	Score	Tier	Category	Stars
1	n24q02m/qwen3-embed Lightweight ONNX inference for Qwen3 embedding and reranking models	+20	43	Emerging	self-hosted-embedding-servers	1
2	fellanH/context-vault Persistent memory for AI agents — save and search knowledge across sessions...	+17	53	Established	agent-memory-systems	2
3	jwizenfeld04/Echo-Guard Semantic linting CLI that detects codebase redundancy created by AI coding agents.	+17	40	Emerging	code-repository-intelligence	2
4	IronAdamant/stele-context Local context cache for LLM agents. 100% offline, zero dependencies.	+17	39	Emerging	mcp-semantic-retrieval	1
5	chrisfentiman/claude-context-cli Auto-indexing CLI for claude-context-mcp (npm: claude-context-cli)	+16	38	Emerging	code-repository-intelligence	1
6	patelvivekdev/mixedbread-ai-provider The Mixedbread AI Provider is a provider for the Vercel AI SDK. It provides...	+16	32	Emerging	embedding-api-providers	1
7	joelvdhoeven/memord A local shared memory layer for all your AI tools — Claude, Cursor,...	+16	51	Established	agent-memory-systems	1
8	cofin/mogemma 🔥 Python / Mojo Interface for Google Gemma 3	+16	39	Emerging	generative-ai-learning	1
9	QuartzUnit/embgrep Local semantic search — embedding-powered grep for files, zero external services	+16	38	Emerging	local-semantic-search	1
10	biocentral/biocentral_api Programmatic access to the biocentral ecosystem.	+15	36	Emerging	clinical-code-embeddings	2
11	dungle-scrubs/hippo Persistent memory for AI agents — facts, semantic search, conflict...	+15	38	Emerging	agent-memory-systems	1
12	srobinson/markdown-matters Structural markdown intelligence for LLMs — search, index, and summarize...	+15	31	Emerging	personal-knowledge-management	2
13	navidgh66/omni_proof Open-source causal-multimodal engine for creative attribution. Answers why a...	+15	38	Emerging	semantic-search-frameworks	1
14	basedwon/emlet An embedding engine built for the sovereign web.	+14	34	Emerging	vector-database-libraries	1
15	yuvrajangadsingh/vemb httpie for embeddings. Embed text, images, audio, video, and PDFs from the...	+14	39	Emerging	self-hosted-embedding-servers	3
16	ricky-sharma/react-data-grid-lite A lightweight and customizable React data grid component designed for high...	+14	30	Emerging	semantic-search-frontends	1
17	sparkvibe-io/memorymesh The SQLite of AI Memory — free, open-source, zero-dependency Python library...	+14	37	Emerging	agent-memory-systems	1
18	forjd/git-search Semantic search over git commit history — local embeddings, sqlite-vec, terminal UI	+14	38	Emerging	local-semantic-search	2
19	ndgigliotti/afterthoughts Sentence-aware embeddings using late chunking with transformers.	+14	34	Emerging	semantic-chunking	1
20	axiom-llc/axiom-rag Production RAG pipeline — grounded retrieval, source-cited answers,...	+14	37	Emerging	rag-techniques-frameworks	1
21	remete618/widemem-ai Next-gen AI memory layer with importance scoring, temporal decay,...	+14	50	Established	agent-memory-systems	2
22	ChristosGrigoras/nodestradamus See what breaks before you break it. MCP server + Python library for...	+14	34	Emerging	mcp-semantic-retrieval	1
23	PranavMotarwar/raglineage Lineage-aware RAG engine for auditable, reproducible, versioned retrieval and answers	+13	37	Emerging	lightweight-rag-systems	2
24	bgokden/reasongraph Graph-based reasoning library with embedding search, multi-hop traversal,...	+13	33	Emerging	graph-rag-systems	1
25	vezlo/assistant-server AI Assistant Server	+13	46	Emerging	agentic-workflow-orchestration	2
26	jt55401/eddie Eddie: client-side semantic search and Q&A for static sites	+13	36	Emerging	local-semantic-search	1
27	Terronex-dev/aifbin-lite AIF-BIN Lite — Free & Open Source CLI for AI Memory Files	+13	45	Emerging	personal-knowledge-management	1
28	operandinc/operand-py The official Python client for Operand. The simplest way to add semantic...	+13	23	Experimental	local-semantic-search	1
29	justedv/mem.sh Persistent memory for AI agents. One line to save, one line to recall.	+13	28	Experimental	agent-memory-systems	1
30	Terronex-dev/aifbin-pro AIF-BIN Pro — Professional AI Memory Management with Semantic Search	+13	47	Emerging	personal-knowledge-management	2
31	cspnms/MSchunker Smart text chunker for LLM preprocessing (sections → paragraphs → sentences...	+13	29	Experimental	semantic-chunking	1
32	kossisoroyce/vxdf VXDF (Vector eXchange Data Format) is an AI-native container for text,...	+12	17	Experimental	vector-database-libraries	2
33	pavanad/beegen BeeGen is an intelligent command-line tool designed to assist developers...	+12	25	Experimental	llm-orchestration-platforms	2
34	utachicodes/PyDocEnhancer An AI-powered Python plugin to enhance documentation with summaries, code...	+12	33	Emerging	document-intelligence-rag	2
35	eifuentes/skipgrammar A framework for representing sequences as embeddings.	+12	22	Experimental	word-embedding-implementations	1
36	laugustyniak/embedisualization Text embedding visualization in 2D space	+12	35	Emerging	embedding-visualization-tools	2
37	danielcieslinski/curve2vec Python package for generating vector embeddings of curves	+12	23	Experimental	word-embedding-implementations	2
38	youneslaaroussi/CloudWatchman Autonomous AI agent for AWS CloudWatch log monitoring.	+12	40	Emerging	agentic-workflow-orchestration	1
39	starkbaknet/project-vectorizer A CLI tool that vectorizes codebases, stores them in a database, tracks...	+12	41	Emerging	mcp-semantic-retrieval	2
40	i404788/bloom-embedding Bloom Embedding implementation in pytorch	+12	34	Emerging	embedding-visualization-tools	1
41	chiraag-kakar/context-nexus Context Nexus is an AI-native backend platform and SDK for managing,...	+11	32	Emerging	code-repository-intelligence	2
42	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...	+11	61	Established	code-repository-intelligence	1,207
43	huggingface/text-embeddings-inference A blazing fast inference solution for text embeddings models	+11	65	Established	text-embedding-runtimes	4,582
44	aiming-lab/SimpleMem SimpleMem: Efficient Lifelong Memory for LLM Agents	+11	81	Verified	agent-memory-systems	3,182
45	gorango/ai-tool-retriever Auto tool retrieval for the Vercel AI SDK	+11	28	Experimental	embedding-api-providers	2
46	AkashaHQ/Vidya Vidya — Hybrid memory plugin for OpenClaw agents. LanceDB vector store +...	+11	34	Emerging	agent-memory-systems	1
47	brianpetro/obsidian-smart-connections Chat with your notes & see links to related content with AI embeddings. Use...	+10	64	Established	personal-knowledge-management	4,659
48	garry00107/presage Anticipatory memory for LLMs — predicts what context you'll need next and...	+10	33	Emerging	agent-memory-systems	1
49	jared-goering/ultramemory Local-first AI memory engine with relational versioning, temporal grounding,...	+10	45	Emerging	agent-memory-systems	2
50	aion-labs/vectorizedb VectorizeDB is a database for vectorized data and metadata, allowing for...	+9	20	Experimental	vector-database-libraries	2
51	danjdewhurst/git-semantic-bun Local semantic search for git history — find commits by meaning, not...	+9	33	Emerging	local-semantic-search	2
52	docarray/docarray Represent, send, store and search multimodal data	+8	76	Verified	question-answering-systems	3,117
53	TickTockBent/johnny Semantic memory library for RAG — get your 80 gigs of wet-wired recall.	+8	31	Emerging	agent-memory-systems	1
54	typesense/typesense Open Source alternative to Algolia + Pinecone and an Easier-to-Use...	+7	74	Verified	semantic-search-frontends	25,376
55	Muvon/octolib The lib to power AI tools.	+7	43	Emerging	llm-orchestration-platforms	2
56	superduper-io/superduper Superduper: End-to-end framework for building custom AI applications and agents.	+7	48	Emerging	agentic-workflow-orchestration	5,260
57	zilliztech/GPTCache Semantic cache for LLMs. Fully integrated with LangChain and llama_index.	+7	66	Established	agent-memory-systems	7,963
58	mazzzystar/Queryable Run OpenAI's CLIP and Apple's MobileCLIP model on iOS to search photos.	+7	49	Emerging	image-semantic-search	2,924
59	eugeneyan/ml-surveys 📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs,...	+7	46	Emerging	graph-node-embeddings	2,881
60	shibing624/text2vec text2vec, text to vector....	+7	73	Verified	word-embedding-implementations	4,950
61	tensorflow/hub A library for transfer learning by reusing parts of TensorFlow models.	+7	51	Established	pretrained-embedding-models	3,527
62	cocoindex-io/cocoindex Data transformation framework for AI. Ultra performant, with incremental...	+7	65	Established	code-repository-intelligence	6,438
63	ddangelov/Top2Vec Top2Vec learns jointly embedded topic, document and word vectors.	+7	65	Established	word-embedding-implementations	3,109
64	airweave-ai/airweave Open-source context retrieval layer for AI agents	+7	72	Verified	agentic-workflow-orchestration	5,981
65	freedmand/semantra Multi-tool for semantic search	+7	58	Established	semantic-search-frameworks	2,705
66	embeddings-benchmark/mteb MTEB: Massive Text Embedding Benchmark	+7	99	Verified	embedding-evaluation-benchmarks	3,159
67	Embedding/Chinese-Word-Vectors 100+ Chinese Word Vectors 上百种预训练中文词向量	+7	51	Established	pretrained-embedding-models	12,188
68	eliorc/node2vec Implementation of the node2vec algorithm.	+6	65	Established	graph-node-embeddings	1,293
69	unum-cloud/USearch Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary...	+4	55	Established	semantic-search-applications	3,952
70	danielfrees/scrapemed ScrapeMed: Data scraping for PubMed Central.	+4	33	Emerging	question-answering-systems	15
71	edochi/mdvs Schema inference, frontmatter validation, and semantic search for markdown...	+3	26	Experimental	personal-knowledge-management	1
72	NAME0x0/MALD Terminal-first PKM tool — markdown notes, local AI search, cited RAG chat,...	+2	22	Experimental	personal-knowledge-management	1
73	neuralforgeone/hypembed Pure-Rust BERT-compatible text embedding inference for local-first applications.	+2	26	Experimental	text-embedding-runtimes	2
74	raphaelsty/neural-tree Tree-based indexes for neural-search	+2	33	Emerging	semantic-search-applications	31
75	xandwr/semsearch Simple semantic search that just works.	+2	10	Experimental	local-semantic-search	1
76	unum-cloud/UForm Pocket-Sized Multimodal AI for content understanding and generation across...	+2	58	Established	image-semantic-search	1,221
77	arturoornelasb/Triadic-Neurosymbolic-Engine Deterministic neurosymbolic engine — projects embeddings into prime integers...	+1	22	Experimental	vector-database-libraries	—
78	arcnem-ai/texvec Local-first text similarity search	+1	22	Experimental	vector-database-libraries	—
79	rafaelmtro/gif-hunter Gif Hunter is a web app for searching and sharing animated GIFs, built with...	+1	22	Experimental	video-semantic-search	—
80	akimdavidov671/user-demographics-prediction-movielens Predicting user demographics from movie ratings using genre-based features...	+1	22	Experimental	item-recommendation-systems	—
81	RahulRR-10/Axiom Turn any folder of PDFs and notes into a searchable, annotatable knowledge...	+1	22	Experimental	personal-knowledge-management	—
82	MukundaKatta/chitragupta Chitragupta — Document RAG Pipeline. Document indexing and RAG pipeline	+1	22	Experimental	faiss-semantic-search	—
83	tryAGI/Upstage C# SDK for the Upstage API -- Solar LLM, embeddings, document parsing, OCR,...	+1	22	Experimental	embedding-api-providers	—
84	IgnazioDS/repo-rag-debugger A source-aware debugging assistant that indexes codebases, stack traces, and...	+1	22	Experimental	faiss-semantic-search	—
85	Siesher/Embeddings 📐 Experiments with text & vector embeddings	+1	14	Experimental	embedding-visualization-tools	—
86	Anlinnazateth/paperwise Talk to your documents. Upload any PDF, ask anything, get answers with exact...	+1	22	Experimental	document-qa-chatbots	—
87	pgib11/roblox-gameflow-toolkit Ultimate Roblox Scripting Tools 2026 🚀 \| Free Roblox Automation & Game Hacks...	+1	14	Experimental	code-repository-intelligence	—
88	ClaudioDrews/ai-lab-memory Long-term semantic memory for AI agents with RAG, reranking, and Hermes...	+1	22	Experimental	agent-memory-systems	—
89	Dotmebhanu/langchain-lab This repository contains my learning experiments with LangChain and RAG.	+1	14	Experimental	generative-ai-learning	—
90	misteroquefort/context-weaver Ultimate AI Memory Toolkit 2026 🚀 \| Persistent Context Storage & Recall for AI Agents	+1	14	Experimental	agent-memory-systems	—
91	Stackbilt-dev/mindspring Semantic search engine for ChatGPT/Claude conversation exports. Upload,...	+1	22	Experimental	agent-memory-systems	—
92	stephenpurkiss/open-brain Persistent semantic memory for AI tools via MCP. Your AI forgets everything...	+1	22	Experimental	agent-memory-systems	—
93	gilmanb1/ai-memory-db Give Claude Code a Memory	+1	22	Experimental	agent-memory-systems	—
94	bedigambar/Attention-Is-All-You-Need This repository provides a crystal-clear, scratch-built PyTorch...	+1	22	Experimental	transformer-architecture-education	—
95	DrMikeMaik/token-explorer Dissecting GPT-2 & Pythia-70m: from embedding geometry to individual...	+1	22	Experimental	transformer-architecture-education	—
96	peteroyce/kuration Semantic bookmark manager that understands what you saved, not just what you...	+1	22	Experimental	personal-knowledge-management	—
97	vayaSEO/cc-digest Your Claude Code sessions have stories. This tool finds them. Extract,...	+1	22	Experimental	agent-memory-systems	—
98	swethachamala592/semantic-search-embeddings Semantic search system using vector embeddings	+1	14	Experimental	semantic-search-frameworks	—
99	DavePower-cloud/Diffusion_X-ray_Generator Diffusion-based generative model for synthesising chest X-ray images using a...	+1	14	Experimental	clinical-code-embeddings	—
100	peteroyce/paperwise Talk to your documents. Upload any PDF, ask anything, get answers with exact...	+1	22	Experimental	document-qa-chatbots	—