Open tools and projects worth trying.
Drop in files, websites, and whole code repos and chat with them (RAG). It has AI agents, a no-code agent builder, and MCP support. All local and private.
reflection — A tool that makes your knowledge conversational — you ask your documents instead of searching them, and it all stays on your machine, not in a distant cloud.
Hosts all your photos and videos on your own server with full privacy, plus local AI: face recognition, smart search, auto-tagging. A mobile app backs up your photos automatically.
reflection — Reclaim your memories from big tech to your own server — your photos are yours alone, with intelligence that guards your privacy instead of trading it.
An autonomous, self-hosted AI assistant: it browses, reads and writes files, runs commands, and reaches out over WhatsApp/Telegram. The fastest-growing project in GitHub history (it passed React).
reflection — A smart assistant that lives on your own machine, does tasks and takes initiative — a glimpse of a future where intelligence lives beside us, not in a distant cloud we rent.
Unifies server health (Proxmox, backups, containers) in one live dashboard, with auto-discovery, alerts, and AI patrols that catch silent failures before they grow.
reflection — A dashboard that gathers the pulse of your whole system in one place — sometimes the most valuable tool isn't the one that acts, but the one that shows you what's happening before it becomes a fault.