vector-database

Unraid CA template and Docker build for Mem0 (OpenMemory). This mega-container utilizes s6-overlay to seamlessly bundle the pre-compiled Qdrant Vector Database, the Python FastAPI/MCP server, and the Next.js Dashboard UI into a single, click-and-play local AI memory layer. Built for homelabs, privacy, and true agentic AI memory retention.

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

🧠 Predictable, embedded multimodal vector database & offline RAG engine for Edge AI (ARM64 / Zero-OOM). Built in C++20.

🕷️ DiscovAI Crawl API(🚧 Work in Progress 🚧): A powerful web scraping solution for AI tools and vector databases. Extract clean HTML, generate LLM-friendly content, and create embeddings from any URL.

Docker build of postgresql changing the dimension limit for the cube extension, raising it to 350

Scala client for Pinecone vector database

Vectorify package for Laravel

ChatGPT, embedding search, and retrieval-augmented generation for Squeak/Smalltalk

Typical use cases of opensearch serverelss: search, time-series, kinesis firehose integration, securing with VPC

🗂️ A Model Context Protocol (MCP) server that provides integration with Turso databases for LLMs. This server implements a two-level authentication system to handle both organization-level and database-level operations, making it easy to manage and query Turso databases directly from LLMs.

"Solace AI: Your Empathetic Digital Confidant": Solace AI is an empathetic mental health companion that understands your emotions and personality to provide personalized support through natural conversations. It creates a judgment-free space where you can express yourself freely and receive compassionate guidance tailored just for you.

Powerful VS Code extension for managing and querying Weaviate vector databases with an intuitive GraphQL UI. Supports both self-hosted and cloud Weaviate.

Bootstrap a Qdrant vector database cluster on Fly.io

This is a RAG project to chat with your uploaded PDF , made using Langchain and Anthropic Claude 3 used as LLM , hosted using Streamlit

Quiver is a Swift package that provides vector mathematics, numerical computing, and machine learning.

An intelligent research orchestration system that integrates large language models with scholarly data pipelines to enable contextual retrieval, cross-paper synthesis, and real-world knowledge extraction from scientific publications.

Evals framework for Information Retrieval Systems

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

Advanced RAG (Retrieval-Augmented Generation) system for private document intelligence. Uses OpenAI GPT-4o and Vector Databases to provide zero-hallucination chat insights.

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