vector-db

Comparing LanceDB and Elasticsearch for full-text search and vector search performance

Unstract's interface to LLMs, Embeddings and VectorDBs.

The missing developer tool for working with vector databases. A comprehensive desktop app for visualizing, querying, and managing vector data.

A RAG assistant using Ollama (Mistral), Qdrant vector DB, and Streamlit UI. Upload documents, scrape web pages, and interact with your data using real-time, session-isolated chat.

Identify mountain peaks in your photos using AI—zero-shot retrieval, landmark re-ranking, and geospatial priors.

🚀 An intelligent, LLM-enhanced log parser pipeline that converts multi-format raw logs into structured JSON, learns from missed patterns, and evolves using Drain3 & open-source LLMs.

This project aims to create a comprehensive, searchable knowledge base from the online articles and forum posts of Dr. Ulrich Strunz. The final application will be a Dockerized service that uses a Large Language Model (LLM) accessed via the Meta-Cognitive Prompting (MCP) protocol to provide users with intelligent access to this knowledge.

AI- & vector database-powered Quora question search

Comparative study evaluating performances of Milvus Vector-based RAG vs Neo4j Graph-based RAG systems for Enterprise Knowledge Retrieval

Automation of Prioritization and Categorization of Support Tickets Using LLMs and Vector DBs

A proof-of-concept of retrieval-augmented generation, using Google's PaLM API.

Pinecone Vector DB

FastAPI 기반 Orbit AI 서버입니다. 사내 문서/회의록 임베딩 검색, Qdrant Vector DB 연동, Hybrid RAG 문서 검색 API를 제공합니다.

OpenAI-compatible proxy for Codex CLI & Claude Code → OpenWebUI, with Qdrant vector DB for RAG

A personalized AI product search engine using free-tier OpenRouter LLMs, MiniLM semantic search & Weaviate DB. https://medium.com/@rajesh1804/grocerygpt-how-i-built-a-personalized-grocery-search-engine-with-llms-vector-dbs-zero-cloud-fbacddf0feef

MetalOS: Revolutionary cognitive OS managing attention, context, intent, and meaning. Autonomous workflow orchestration via n8n, Ollama LLM, and PostgreSQL vector embeddings.

RAG assistant over help center + macros. Answers 10 support questions with citations.

AI assistant for freelancers powered by RAG, vector search, and platform APIs.

A local semantic emoji search engine that uses transformer embeddings and sqlite vector search to find the perfect emoji from natural language queries. Fast, offline, and powered by Streamlit.

Local AI assistant for Apple Silicon - text, images & RAG with chatbot UI