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LobeHub treats agents as the units of work, allowing users to describe a role, create an agent, connect models, skills, and MCP-compatible plugins, and organize ongoing collaboration. It is designed for people who want one place to operate and review a persistent AI team rather than hand off tasks between isolated chats. The project remains under active development, and self-hosting requires a model API key.

Magic is an AI collaboration platform for solo operators, small teams, and enterprises, bringing personal assistants, specialist agents, internal systems, and shared projects into one workspace. It can turn agent output into reports, dashboards, presentations, or spreadsheets while adding per-department, per-user, or per-agent budgets, approval gates for risky actions, and sandbox isolation. Users can choose the hosted service or self-host with Docker on macOS or Linux; Windows self-hosting is still planned.

LangChain4j-AIDeepin is a self-hostable web platform for teams building intelligent business assistants. It combines multi-character chat, image generation, RAG knowledge bases, visual workflows, MCP tools, speech input and output, and conversation memory, with separate admin and user interfaces plus REST APIs. Docker deployment is documented, while supported capabilities vary across model providers.

Use Hope Agent as a desktop assistant that remembers prior work and keeps long-running goals moving through resumable workflows and multiple agents. The same conversation can move between the native app, a browser, and messaging channels, or run continuously as a server on a NAS or cloud host. macOS is the primary supported environment; Linux and Windows remain less mature, and direct computer control is currently macOS-only.