Trending Vector Databases

Tools with the biggest quality score improvements over the last 16 days.

#	Tool	Change	Score	Tier	Category	Stars
1	Couchbase-Ecosystem/langchain-couchbase Couchbase integration with LangChain	+19	58	Established	langchain-framework-guides	3
2	vortezwohl/Dipamkara A light-weight vector database engine.	+17	28	Experimental	vector-db-from-scratch	2
3	sarumaj/langchain-memvid A Langchain implementation for Memvid, enabling efficient video-based...	+17	42	Emerging	langchain-framework-guides	3
4	MenxLi/tiny_vectordb A small and fast Python JIT vector database	+16	40	Emerging	vector-db-from-scratch	2
5	AWeirdDev/vdb37 A simple vector database.	+16	18	Experimental	vector-db-from-scratch	1
6	vinerya/faiss_vector_aggregator This Python library provides a suite of advanced methods for aggregating...	+16	39	Emerging	vector-db-from-scratch	2
7	N2FlowJS/nbase NBase is a high-performance vector database for efficient similarity search,...	+16	21	Experimental	vector-db-from-scratch	2
8	moorcheh-ai/moorcheh-chat-boilerplate Production-ready AI chat boilerplate powered by Moorcheh ITS search and RAG,...	+16	49	Emerging	langchain-framework-guides	2
9	kowshik24/PineconeUtils PineconeUtils is a Python module designed to handle and process data for...	+16	18	Experimental	pinecone-vector-search	1
10	manjotdhiman/ragify-js RAG implementation for Node JS	+16	42	Emerging	production-rag-chatbots	3
11	PedroHenriqueDevBR/vectoriz This project provides utilities to create, manage, and optimize vector...	+15	28	Experimental	vector-database-management	2
12	atasoglu/sqlite-vec-client A lightweight Python client around sqlite-vec for CRUD and similarity search.	+15	31	Emerging	vector-db-from-scratch	1
13	torinriley/VecStream Efficient, scalable, and lightweight vector database	+14	26	Experimental	vector-db-from-scratch	1
14	thewebscraping/crossvector Production-ready Python vector database library with unified API for...	+13	29	Experimental	vector-db-from-scratch	1
15	crate/langchain-cratedb CrateDB provider for LangChain.	+13	37	Emerging	langchain-framework-guides	2
16	Veeresh-Hanni/DBDuck Universal Data Object Model in Pytghon for SQL, Nosql, Graph, Vector DBMS	+12	47	Emerging	vector-db-from-scratch	2
17	zilliztech/attu The Best GUI for Milvus	+11	62	Established	milvus-vector-database	2,698
18	youneslaaroussi/AutoIR Built for the TiDB AgentX Hackathon, AutoIR showcases a real multi-step...	+11	40	Emerging	agentic-ai-platforms	2
19	knowusuboaky/VectrixDB Where vectors come alive - A lightweight, visual-first vector database with...	+11	32	Emerging	vector-db-from-scratch	2
20	Terronex-dev/aifbin-recall Local-first memory server for AI agents. Query AIF-BIN semantic memory files...	+11	43	Emerging	agent-memory-systems	1
21	memfuse/memfuse-python Official Python SDK for MemFuse - the lightning-fast open-source memory...	+11	28	Experimental	agent-memory-systems	2
22	alexpota/pg-agent-memory Stateful AI agent memory layer for PostgreSQL with pgvector -...	+11	32	Emerging	agent-memory-systems	2
23	sharmashobhit/simgen-ssg A blog recommendation engine built for text driven static sites	+11	21	Experimental	semantic-book-recommenders	1
24	XiangpengHao/vector-lite The SQLite of Vector Database in Rust.	+11	27	Experimental	rust-native-vectordbs	9
25	moorcheh-ai/n8n-nodes-moorcheh N8N integration for Moorcheh: seamless document processing, semantic search,...	+11	31	Emerging	langchain-framework-guides	1
26	superlinked/VectorHub VectorHub is a free, open-source learning website for people (software...	+10	64	Established	vector-database-management	513
27	amrit110/nano-vectordb-rs A simple vector database in rust	+10	12	Experimental	rust-native-vectordbs	1
28	viditraj/llmfs Filesystem-based persistent memory for LLMs and AI agents -- unlimited...	+9	24	Experimental	agent-memory-systems	1
29	Skelf-Research/memista A lightweight vector search library for Rust	+9	30	Emerging	rust-native-vectordbs	2
30	cyborginc/cyborgdb-py Python Client SDK for CyborgDB: The Confidential Vector Database	+9	59	Established	rust-native-vectordbs	7
31	tuned-org-uk/genegraph-storage A minimal storage layer for storing large matrices and embeddings	+9	30	Emerging	rust-native-vectordbs	2
32	Kamalesh-Kavin/pgstream Python SDK for Postgres CDC — stream WAL changes to vector stores (pgvector,...	+9	32	Emerging	postgresql-vector-extensions	1
33	weaviate/recipes This repository shares end-to-end notebooks on how to use various Weaviate...	+8	60	Established	weaviate-ecosystem	938
34	TusKANNy/seismic Official repository of the Seismic library.	+8	53	Established	rust-native-vectordbs	115
35	GrafeoDB/anywidget-vector Interactive 3D vector visualization for Python notebooks.	+8	31	Emerging	vector-database-management	1
36	CaviraOSS/OpenMemory Local persistent memory store for LLM applications including claude desktop,...	+8	64	Established	agent-memory-systems	3,604
37	zilliztech/vector-graph-rag Graph RAG with pure vector search, achieving SOTA performance in multi-hop...	+8	44	Emerging	graph-enhanced-rag	2
38	TusKANNy/kannolo Official repository of the kANNolo library.	+8	56	Established	rust-native-vectordbs	49
39	chataize/semantic-index Lightweight, single-file vector database for experiments and small projects.	+7	23	Experimental	vector-database-management	1
40	akiragy/recsys_pipeline Build Recommender System with PyTorch + Redis + Elasticsearch + Feast +...	+7	34	Emerging	movie-recommendation-systems	63
41	MDalamin5/Capstone-Project-Adaptive-Tutoring-System-AI-Based-All-Experimental-Resources This project is an AI-powered algebra tutor using the Phi-3 Mini model. It...	+7	19	Experimental	educational-ai-platforms	1
42	kanugurajesh/RAG-Gemini Implementation of Retrieval Augmented Generation model in typescript with Gemini LLM	+7	13	Experimental	github-codebase-rag	13
43	DharshiBalasubramaniyam/icyco-qa-assistant This is one of my individual projects, which is an console based AI-powered...	+7	11	Experimental	multi-pdf-qa-systems	1
44	davidenegri0/LLaMASearchDocs AI-based document search engine based on LLaMa2 by Meta, early development version	+7	19	Experimental	local-pdf-rag-systems	1
45	njaffe/mtg_judgebot RAG-powered LLM chatbot using RAG, external API calls, and FastAPI.	+7	19	Experimental	self-hosted-support-chatbots	1
46	tensorchord/pgvecto.rs Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres....	+7	41	Emerging	postgresql-vector-extensions	2,158
47	soulteary/portable-docker-app 🎩 Magic in Pocket / 🪄 口袋里的“魔法”.	+7	42	Emerging	postgresql-vector-extensions	44
48	miguelamello/golang-faceid-api FaceID API aims to create a backend infrastructure to allow user...	+7	24	Experimental	rust-native-vectordbs	4
49	arsentievalex/newspulse-databricks-hackathon NewsPulse is AI powered news analytics app for investors	+7	30	Emerging	news-intelligence-rag	19
50	alash3al/vecdb a vector embedding database with multiple storage engines and AI embedding...	+7	31	Emerging	rust-native-vectordbs	34
51	redis-developer/gcp-redis-llm-stack Reference architecture for LLM-based applications on Google Cloud Platform...	+7	43	Emerging	redis-vector-caching	38
52	redis-developer/redis-arXiv-search Vector search demo with the arXiv paper dataset, RedisVL, HuggingFace,...	+7	47	Emerging	redis-vector-caching	152
53	erhant/halo2-vectordb Verifiable vector similarity queries with Halo2.	+7	20	Experimental	rust-native-vectordbs	6
54	ApexIQ/End-to-End-Graphrag-implementation End-to-End-Graphrag-implementation	+7	32	Emerging	graph-enhanced-rag	23
55	Aquila-Network/aquila An easy to use Neural Search Engine. Index latent vectors along with JSON...	+7	31	Emerging	semantic-search-engines	379
56	devroopsaha744/Chirpy It is an AI-powered integration for Sparrow, revolutionizing API management...	+7	18	Experimental	self-hosted-support-chatbots	2
57	redis-developer/LLM-Document-Chat Using LlamaIndex, Redis, and OpenAI to chat with PDF documents....	+7	45	Emerging	pdf-document-chatbots	114
58	nileshkhetrapal/YassQueenDB Graph database library that allows you to store, analyze, and search through...	+7	14	Experimental	vector-db-from-scratch	16
59	zilliztech/deep-searcher Open Source Deep Research Alternative to Reason and Search on Private Data....	+7	52	Established	claude-code-knowledge-systems	7,700
60	mahendraDew/ask-pdf ask questions to your pdf	+7	18	Experimental	multi-pdf-qa-systems	6
61	arcmindai/arcmindvector ArcMind Vector DB	+7	21	Experimental	rust-native-vectordbs	11
62	easonlai/chatbot_with_pdf_streamlit This code example shows how to make a chatbot for semantic search over...	+7	29	Experimental	multi-pdf-qa-systems	15
63	ketanip/rag-qna A implementation of a simple RAG application using a vector database (Chroma...	+7	17	Experimental	local-rag-stacks	1
64	weaviate/weaviate-examples Weaviate vector database – examples	+7	51	Established	weaviate-ecosystem	329
65	jolual2747/pycon-colombia-2024 Repo for PyCon Colombia 2024.	+7	20	Experimental	nlp-fundamentals-tutorials	7
66	SeeMirra/Wingman Create Context-Aware Q&A Interfaces from Your Own Data with LLMs and Vector...	+7	12	Experimental	pdf-document-chatbots	2
67	oscarcitoz/vector-db A FastAPI-based API for managing vector database operations like creating...	+7	25	Experimental	vector-db-from-scratch	1
68	arturoburigo/bfc_script_RAG RAG for a Domain-Specific-language, using vectorDB and semantic search with...	+7	23	Experimental	rag-pipeline-optimization	1
69	Manithj/study-buddy-rag An interactive AI-powered study assistant that helps users engage with their...	+7	17	Experimental	pdf-document-chatbots	1
70	myschoolstory/VectorStoreMiddleware A powerful component designed to facilitate the connection of AI agents to...	+7	17	Experimental	vector-database-management	1
71	jmelovich/VectorDatabasePluginUE A vector 'database' plugin for Unreal Engine 5. Built for leveraging the...	+7	27	Experimental	vector-db-from-scratch	7
72	OneTrueAnirudh/NoteBot NoteBot is an AI system that uses RAG to generate study notes from a given...	+7	17	Experimental	self-hosted-support-chatbots	1
73	m-abdelwahab/build-smarter-chatbots-workshop Build an AI-powered chatbot that is able to access external data to provide...	+7	20	Experimental	self-hosted-support-chatbots	8
74	asheshvidyut/treds Sorted Data Structure Server - Treds is a Data Structure Server which...	+7	35	Emerging	rust-native-vectordbs	65
75	zilliztech/awesome-milvus A curated list of awesome Milvus projects and resources.	+7	35	Emerging	milvus-vector-database	35
76	Akatsuki49/dotslash_backend_ 🚀 Unlock the power of learning with this app! 💡 Explore video courses, chat...	+7	23	Experimental	self-hosted-support-chatbots	1
77	Srijan-D/pdf.ai Edge compatible PDF.ai Chat with any PDF document You can ask questions, get...	+7	35	Emerging	multi-pdf-qa-systems	33
78	redis-applied-ai/aws-redis-bedrock-stack Reference architecture, guides, and examples using Amazon Bedrock and Redis...	+7	29	Experimental	aws-bedrock-rag-systems	15
79	zyang37/beyond_vector_search Beyond Vector Search: Hybrid Vector/Knowledge Graph Query Engine for...	+7	19	Experimental	semantic-search-engines	1
80	FaizChishtie/vemcache Vemcache is an in-memory vector database.	+7	35	Emerging	rust-native-vectordbs	38
81	tobias-mayer/vector-db A minimalistic vector database that can be used to search for similar...	+7	35	Emerging	rust-native-vectordbs	28
82	marinac-dev/qdrant Elixir client for Qdrant vector search engine	+7	46	Emerging	qdrant-vector-search	31
83	MuneerAhmed03/MindR Save and retrieve any thought, idea or memory just by texting.	+7	10	Experimental	agent-memory-systems	2
84	teilomillet/raggo A lightweight, production-ready RAG (Retrieval Augmented Generation) library in Go.	+7	37	Emerging	rag-quality-assurance	210
85	milvus-io/milvus_cli Milvus Command Line	+7	44	Emerging	milvus-vector-database	37
86	sagnik-datta-02/ChatwithPDF This is a RAG project to chat with your uploaded PDF , made using Langchain...	+7	37	Emerging	multi-pdf-qa-systems	18
87	EsraaMadi/similarity-search-weaviate Text/Image search for similar products	+7	20	Experimental	multimodal-image-search	11
88	pashpashpash/python-rag-scaffold A comprehensive RAG FastAPI service that handles document uploads and...	+7	26	Experimental	document-chunking-embedding-pipelines	6
89	guangzhengli/vectorhub Quickly and easily build AI website or application by using embeddings!	+7	42	Emerging	embedding-api-servers	390
90	Technoculture/personal-graph Simple Graph Memory for AI applications	+7	48	Emerging	agent-memory-systems	91
91	justine-george/ai-markdown-llm-retrieval AI-powered document query system using LangChain, ChromaDB, and OpenAI for...	+7	33	Emerging	local-pdf-rag-systems	6
92	altengineer/awesome-ai-repositories A curated list of open source repositories for AI Engineers	+7	38	Emerging	generative-ai-learning	127
93	mar1boroman/RedisVectorXperience Explore cutting-edge Redis capabilities for Vector Similarity Search, Hybrid...	+7	35	Emerging	redis-vector-caching	16
94	prsdm/rag-recipes This repository contains various techniques for Retrieval-Augmented...	+7	27	Experimental	local-rag-stacks	6
95	louisbrulenaudet/ragoon High level library for batched embeddings generation, blazingly-fast...	+7	42	Emerging	document-chunking-embedding-pipelines	70
96	nicogis/VectorSearchXAF Simple PoC of RAG in XAF Blazor	+7	32	Emerging	semantic-search-engines	2
97	KingLeoJr/AITools A comprehensive toolkit for building AI-powered applications, covering model...	+7	27	Experimental	local-llm-orchestration	12
98	KevKibe/memvectordb ⚡️Lightning fast in-memory VectorDB written in rust🦀	+7	21	Experimental	rust-native-vectordbs	30
99	mortensi/phpilot Yet another PHP GenAI chatbot	+7	32	Emerging	generative-ai-learning	5
100	Mj23978/OpenServer Open Server is an OpenAI API Compatible Server for generating text, images,...	+7	31	Emerging	self-hosted-support-chatbots	17