vector-database

Persistent memory and identity protocol for AI systems with evidence-aware recall and inspectable memory.

Part of the LangChain.NET project. Has separate abstractions, does not contain dependencies on the main project and can be used independently

QDrant-NLP

No longer maintained, please see the TypeScript client

A collection of ready-to-use n8n workflow templates for building intelligent automations using Pinecone.

Memory architectures that evolve with your agent

Enterprise multi-source RAG platform with multimodal embedding, hybrid vector/BM25 retrieval, MCP & RBAC support

Development and deployment on AWS of a question-answer LLM model using Llama2 with 7B parameters and RAG with LangChain

Retreival Augmented Generation (RAG) chatbot for my blog

The Aura Emotion AI system has chroma with a local embedding model, memvid qr code mp4 infinite memory, brainwave and neurochemical simulations, sociobiological reasoning, autonomous subsystem processing with a Gemini flash model so the main model is less taxed, is a MCP client with adaptive tool learning and MCP server.

ArcMind Vector DB

docker image for postgresql w/ postgis & pgvector

Your just-works / zero-config / embedded / WAL: vector database

🔰 A Comprehensive RAG repository covering basic vanilla RAG techniques, advanced retrieval methods, hybrid search fusion approaches, hands-on reranking techniques with code + explanation 📚✨

Kikiola is a high-performance vector database written in Go.

Production-ready Chainlit RAG application with Pinecone pipeline offering all Groq and OpenAI Models, to chat with your documents.

Face similarity search

AI-powered compliance analysis engine for civil engineering that automatically validates Brazilian Technical Standards (NBRs), saving engineers 30% of their time by eliminating manual document verification while preventing structural failures and regulatory fines.

A Cosmos API starter project to analyze files and chat with LLM.

Production-ready memory framework for AI agents. Dual-agent synthesis, self-evolution, composite scoring, multi-tenant isolation. REST API, Python SDK, CLI.