rag

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

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

Lightning-fast RAG for AI agents. ONNX-powered, 4-layer fusion, MCP server. No PyTorch.

The open-source, self-hosted alternative to NotebookLM.

sovereign embedded vector database, single-file .nest container with content-addressable citations, reproducible builds, and offline-first model verification.

A standalone memory engine for AI agents in .NET, with hybrid retrieval, graph memory, pluggable providers, and behavior-shaped memories.

Applying LLMs, augmented with information retrieval (RAG) and function calling, to a variety of tasks in different domains.

The blazingly fast in-memory vector database 🚀

High-performance Holographic Memory System (HMS) for Node.js, powered by Rust. This library implements Vector Symbolic Architectures (VSA) using Binary Spatter Code (BSC) to enable semantic search, analogical reasoning, and associative memory at scale.

Learn how to diagnose and apply different retrieval methods for different purposes with Pinecone.

豆芽 Douya — 基于 llama.cpp 的隐私优先本地 AI 桌面助手 · 完全离线 · 多后端(CUDA/HIP/SYCL/Vulkan/OpenVINO/CPU) · GPU 加速 · 多模态 · RAG · OpenAI 兼容 API

Repository for Multililngual Generation, RAG evaluations, and surrogate judge training for Arena RAG leaderboard (NAACL'25)

CLI for exporting Claude Code/Codex sessions to Hugging Face with privacy redaction, MCP memory, and share-ready dataset workflows.

The most capable Calibre MCP server — full read/write tools plus multilingual semantic search over your whole ebook library or a single book. For Claude & any MCP client.

Local-first AI assistant — 9 specialized agents (code, web, debug, security…), 10M-token vector memory, multimodal (vision + local image generation), two-way voice (dictation + read-aloud), slash commands & codebase RAG, agentic VS Code extension, mobile relay via secure tunnel. 100% local with Ollama. Your data, your control.

AI-native NoSQL + vector database with built-in semantic search for RAG, AI agents & LLM memory — the async Python client. Self-hosted Pinecone alternative.

Docsifer is a powerful tool for converting various data formats into Markdown for applications such as indexing, text analysis, and more. It supports PDF, PowerPoint, Word, Excel, Images, Audio, HTML, and other text-based formats, and leverages LLMs to enhance performance.

A personal AI knowledge assistant powered by RAG, semantic search, and document understanding for context-aware answers.

Production-style Retrieval-Augmented Generation document Q&A: LangChain ingestion, Chroma/pgvector store, hybrid retrieval, citation-grounded answers and a streaming chat API.

AI Legal Defense System with 805,000+ legal documents covering the entire US legal system. Features 31 specialized Slack commands, voice support, session memory, and smart caching. Built with Agent OS + Claude-Flow + Claude Code.