Data

Tools

Indexes

Applications

Experiments

Awesome

An open API service indexing awesome lists of open source software.

Projects in Awesome Lists tagged with vector-search-engine

A curated list of projects in awesome lists tagged with vector-search-engine .

https://github.com/qdrant/qdrant

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

ai-search ai-search-engine embeddings-similarity hnsw image-search knn-algorithm machine-learning mlops nearest-neighbor-search neural-network neural-search recommender-system search search-engine search-engines similarity-search vector-database vector-search vector-search-engine

Last synced: 12 May 2025

https://github.com/weaviate/weaviate

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

approximate-nearest-neighbor-search generative-search grpc hnsw hybrid-search image-search information-retrieval mlops nearest-neighbor-search neural-search recommender-system search-engine semantic-search semantic-search-engine similarity-search vector-database vector-search vector-search-engine vectors weaviate

Last synced: 02 Jun 2026

https://github.com/oramasearch/orama

🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.

algiorithm data-structures full-text javascript node search search-algorithm search-engine typescript typo-tolerance vector vector-database vector-database-embedding vector-search vector-search-engine

Last synced: 12 May 2025

https://github.com/askorama/orama

🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.

algiorithm data-structures full-text javascript node search search-algorithm search-engine typescript typo-tolerance vector vector-database vector-database-embedding vector-search vector-search-engine

Last synced: 09 Apr 2025

https://github.com/qdrant/qdrant-client

Python client for Qdrant vector search engine

qdrant vector-database vector-search vector-search-engine

Last synced: 08 Jul 2025

https://github.com/endee-io/endee

Endee.io – A high-performance vector database, designed to handle up to 1B vectors on a single node, delivering significant performance gains through optimized indexing and execution. Also available in cloud https://endee.io/

ai-search ai-search-engine ann endee hnsw hybrid-search image-search vector vector-database vector-search-engine

Last synced: 06 Apr 2026

https://github.com/MSUSAzureAccelerators/Azure-Cognitive-Search-Azure-OpenAI-Accelerator

AI Agents - GPT Smart Search Engine - Bot Framework + Azure OpenAI + Azure AI Search + Azure SQL + Bing API + Azure Document Intelligence + LangChain + CosmosDB

azure-cognitive-search azure-openai bot-framework-v4 form-recognizer gpt-4 vector-search-engine virtual-assistant-ai

Last synced: 25 Mar 2025

https://github.com/qdrant/vector-db-benchmark

Framework for benchmarking vector search engines

benchmark vector-database vector-search vector-search-engine

Last synced: 15 May 2025

https://github.com/qdrant/rust-client

Rust client for Qdrant vector search engine

qdrant rust-client vector-search-engine

Last synced: 14 May 2025

https://github.com/discovai/discovai-search

🔍 DiscovAI-Search: An AI-powered search engine for AI tools and custom data. Built with Next.js, OpenAI, Supabase, and more. Features vector-based search, Redis caching, and LLM-powered responses.

ai-search-engine ai-tools ai-tools-directory chatbot jina llm nextjs14 openai pgvector redis supabase tailwindcss upstash vector-search-engine

Last synced: 08 Oct 2025

https://github.com/AI-Northstar-Tech/vector-io

Comprehensive Vector Data Tooling. The universal interface for all vector database, datasets and RAG platforms. Easily export, import, backup, re-embed (using any model) or access your vector data from any vector databases or repository.

chromadb data-backup data-exploration-and-preprocessing data-export data-import datastax huggingface huggingface-datasets kdb lancedb milvus parquet pinecone qdrant turbopuffer vector-database vector-search-engine visualization zilliz

Last synced: 09 Mar 2025

https://github.com/DiscovAI/DiscovAI-search

🔍 DiscovAI-Search: An AI-powered search engine for AI tools and custom data. Built with Next.js, OpenAI, Supabase, and more. Features vector-based search, Redis caching, and LLM-powered responses.

ai-search-engine ai-tools ai-tools-directory chatbot jina llm nextjs14 openai pgvector redis supabase tailwindcss upstash vector-search-engine

Last synced: 17 Jul 2025

https://github.com/vearch/gamma

Real time vector search engine

library real-time-index vector-search-engine

Last synced: 12 Jun 2025

https://github.com/ashvardanian/swiftsemanticsearch

Real-time on-device text-to-image and image-to-image Semantic Search with video stream camera capture using USearch & UForm AI Swift SDKs for Apple devices 🍏

coreml coreml-models image-search ios mobile-app ondeviceai onnx rag semantic-search swift swiftui vector-search vector-search-engine video-search

Last synced: 05 Apr 2025

https://github.com/ashvardanian/usearch-molecules

Searching for structural similarities across billions of molecules in milliseconds

aws-s3 bioinformatics biology cheminformatics chemistry compchem drug-discovery open-data opendata vector-search vector-search-engine

Last synced: 22 Mar 2025

https://github.com/rinx/alvd

alvd = A Lightweight Vald. A lightweight distributed vector search engine works without K8s.

approximate-nearest-neighbor-search nearest-neighbor-search ngt similarity-search vald vector-search vector-search-engine

Last synced: 11 Oct 2025

https://github.com/vitrivr/cottontaildb

Cottontail DB is a column store vector database aimed at multimedia retrieval. It allows for classical boolean as well as vector-space retrieval (nearest neighbour search) used in similarity search using a unified data and query model.

cottontail-db cottontaildb database embedding-similarity knearest-neighbours-lookup multimedia multimedia-retrieval retrieval similarity-search vector-database vector-search-engine vector-space-retrieval

Last synced: 11 Jun 2025

https://github.com/tuned-org-uk/arrowspace-rs

VectorDB using dispersion models. Provides graph analysis, vector search and a key-value store for your vectors in one package.

dispersion-model energy-based-model graph-algorithms vector-database vector-search-engine

Last synced: 11 Feb 2026

https://github.com/fm1320/song-vibe

AI song recommendations based on the feel of a song

embeddings-similarity faiss llms sentence-transformers vector-search-engine

Last synced: 28 Jul 2025

https://github.com/marinac-dev/qdrant

Elixir client for Qdrant vector search engine

elixir elixir-client qdrant vector-database vector-search-engine

Last synced: 23 Aug 2025

https://github.com/unum-cloud/usearch-benchmarks

Comparing USearch to FAISS and other Vector Search engines on Billion-scale datasets

benchmark faiss vector-search vector-search-engine

Last synced: 26 Jun 2025

https://github.com/greptimeteam/vsag-sys

A Rust binding for the VSAG -- vector indexing and search library.

rust rust-lang vector vector-index vector-search vector-search-engine

Last synced: 24 Apr 2025

https://github.com/Aquila-Network/specs

Aquila Network Neural Search Engine technical specifications

aquila-network neural-search personal-search specifications vector-search-engine

Last synced: 12 May 2025

https://github.com/qdrant/benchmark

Collection of Qdrant benchmarks

benchmark vector-search-engine

Last synced: 20 Jul 2025

https://github.com/Aquila-Network/AquilaJS

JavaScript client library to access Aquila Network Neural Search Engine.

neural-search personal-search search-engine vector-search-engine

Last synced: 12 May 2025

https://github.com/qdrant/qdrant-stars-handbook

The primary goal of Qdrant Stars is to recognize, reward, and support our most active and helpful users making significant contributions to the vector search community. The Qdrant Stars Handbook is your go-to resource for navigating the Stars program and how to take the most advantage of it.

ambassadors-program community content-creation qdrant vector-database vector-search-engine

Last synced: 31 Jan 2026

https://github.com/Aquila-Network/AquilaPy

Python client library to access Aquila Network Neural Search Engine

aquila-network neural-search personal-search python-client vector-search-engine

Last synced: 12 May 2025

https://github.com/moorcheh-ai/moorcheh-chat-boilerplate

Production-ready AI chat boilerplate powered by Moorcheh ITS search and RAG, built with Next.js.

ai-assistant ai-search chat-application chatbot information-retrieval moorcheh rag search-engine semantic-search vector-database vector-search-engine

Last synced: 21 Feb 2026

https://github.com/Aquila-Network/AquilaX-browser-extension

Browser extensions to augment Aquila X search experience. Supports Chrome, Firefox and their variants.

neural-search personal-search vector-search-engine

Last synced: 12 May 2025

https://github.com/moorcheh-ai/n8n-nodes-moorcheh

N8N integration for Moorcheh: seamless document processing, semantic search, and AI-powered workflows.

ai-assistant ai-search information-retrieval moorcheh n8n n8n-nodes rag search-engine semantic-search vector-database vector-search-engine

Last synced: 21 Feb 2026

https://github.com/moorcheh-ai/langchain-moorcheh

langchain-moorcheh is a Python package that enables seamless integration between LangChain and Moorcheh.

ai-assistant ai-search information-retrieval langchain moorcheh rag search-engine semantic-search vector-database vector-search-engine

Last synced: 21 Feb 2026

https://github.com/Aquila-Network/AquilaX-CE

Easy build your personal search engine with Aquila Network

neural-search personal-search search-engine vector-search-engine

Last synced: 12 May 2025

https://github.com/mao322/ai-search-engine

A ChatGPT-powered QA system using OpenAI, LangChain, FastAPI, and a vector database. It retrieves answers based on stored data, enhancing responses with relevant source links. The project enables efficient knowledge retrieval, making it ideal for AI-driven chat applications that require accurate and reference-backed responses.

ai chatgpt full-text-search llm machine-learning nearest-neighbor-search perplexity-ai recommender-system search semantic-search similarity-search typescript upstash vector-search-engine

Last synced: 07 Sep 2025

https://github.com/yash1th-yerra/simple-search-engine-tfidf

A Flask-based Search Engine that allows users to search for songs using lyrics snippets! This project demonstrates how to implement a basic text search functionality with TF-IDF Vectorization and Cosine Similarity for ranking results.

search-engine tf-idf-vectorizer vector-search-engine

Last synced: 06 Nov 2025

https://github.com/ksm26/prompt-compression-and-query-optimization

Enhance the performance and cost-efficiency of large-scale Retrieval Augmented Generation (RAG) applications. Learn to integrate vector search with traditional database operations and apply techniques like prefiltering, postfiltering, projection, and prompt compression.

cost-efficiency data-retrieval data-retrieval-and-display data-security database-operations developer-advocacy large-scale-applications mongodb performance-optimization postfiltering prefiltering projection prompt-compression query-optimization query-processing rag-applications reranking search-relevance vector-search vector-search-engine

Last synced: 19 Apr 2026