rag vs muxd AI Agent

RAG Bot — Private AI on Your Device Have natural conversations with locally-running large language models. Your chats stay on your device with full conversation history and search. Your Documents, AI-Powered Upload PDFs or DOCX files. RAG Bot generates embeddings so you can chat with your documents using retrieval-augmented generation. Visualize your document embeddings in an interactive 3D atlas. Choose Your Model Browse and download from three AI providers (Cactus, ExecuTorch, llama.rn). Filter by type (LLM or embedding), size, capabilities like vision and tool calling — find the right model for your hardware. Built for Performance Real-time device monitoring shows memory and storage usage so you always know what your device can handle. Optimized for Apple Silicon with multiple inference backends. Key Features 100% offline — no internet required after model download Multiple model providers and quantization options Document RAG with PDF, DOCX support Conversation history with full search Vision and tool-calling capable models Real-time device resource monitoring 3D embedding visualization

muxd is a mobile client for the muxd AI agent an open-source daemon that runs on your machines and works with any model from any provider. Connect to your agent by scanning a QR code or entering a host address. Manage multiple machines through a single server, switch between nodes, and resume any session from your phone. WHAT YOU CAN DO • Chat with your AI agent from anywhere • Send images for analysis and visual tasks • Browse and resume sessions across all your machines • Monitor node health, uptime, and connection status • Switch between machines instantly through the central server • Pick up conversations exactly where you left off MULTI-MACHINE HUB Run one serverto coordinate all your muxd daemons desktop, laptop, server, VM. The app connects to the server and lets you pick which machine to talk to. Node health updates in real time with heartbeat monitoring. ANY MODEL, ANY PROVIDER muxd works with Claude, GPT, Mistral, Grok, Fireworks, Ollama, and any OpenAI-compatible API. Your choice of model, your API key, running on your hardware. BUILT-IN TOOLS Your agent has 27 tools including file operations, bash commands, web search, git, scheduling, project memory, and more. Describe what you need and the agent picks the right tool. PRIVATE BY DESIGN Everything runs on your machines. No cloud middleman. Sessions are stored locally in SQLite. API calls go directly to your chosen provider. Zero telemetry. Zero data collection. OPEN SOURCE muxd is free and open source under the Apache 2.0 license. The full codebase is on GitHub. REQUIRES A running muxd daemon or hub on your network. Install muxd on your machine from https://muxd.sh.