vector-search

Serverless, lightweight, and fast vector database on top of DynamoDB

Edge Vector search engine with Vulkan GPU acceleration, hierarchical indexing (HRM2), and native LangChain integration. Gaussian splat-based architecture for similarity search on resource-constrained devices.

Qdrant operator creates and manages Qdrant clusters running in Kubernetes

Fast vector search in PostgreSQL

Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP server, multi-provider LLM inference (Ollama, OpenAI, OpenRouter, llama.cpp), multimodal ingestion (vision, audio transcription, speaker diarization), and knowledge graph. Rust + PostgreSQL.

Desktop GUI client for Turbopuffer vector database

🐬 Formation MariaDB 12.3 LTS : SQL, index, transactions, réplication, Galera, MaxScale, DevOps/Kubernetes et MariaDB Vector (IA/RAG). 20 modules.

An application that enable the users to upload PDF files and ask questions regarding their content using Retrieval Augmented Generation (RAG)

A filesystem-native vector database built around Markdown files. For AGENTS and MEMORY in mind. CLI first, folder based, no servers, no containers. Build with Rust for Performance.

visualization tool for vector search index

GraphRAG over any codebase — a Neo4j knowledge graph of code entities plus a 3072-dim vector index, bridged so one natural-language query walks structure and ranks by meaning. Python · Neo4j · OpenAI embeddings · Streamlit · Docker. Hybrid semantic + structural code search.

Embedded database for agentic memory — relational, graph, and vector under unified MVCC transactions

Optimizing bit-level Jaccard Index and Population Counts for large-scale quantized Vector Search via Harley-Seal CSA and Lookup Tables

Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies.

Türkçe SQL Server 2025 başucu kitabı — kod örnekleri, errata, topluluk Q&A · CC BY-NC-SA 4.0 + MIT

Redis Vector Library (RedisVL) -- the AI-native Java client for Redis.

PostgreSQL-native semantic search engine with multi-modal capabilities. Add AI-powered search to your existing database without separate vector databases, vendor fees, or complex setup. Features text + image search using CLIP embeddings, native SQL joins, and 10-minute Docker deployment.

Code from the ODSC Agentic Graph RAG workshop combining vector, FTS & graph retrieval for RAG. Includes observability and guardrails for evaluating outputs.

A plugin that simulates an AI agent orchestration layer on top of RisuAI.

This repository shares end-to-end scripts on how to use various Weaviate features and integrations!