PilotDeck vs Orkas
PilotDeck: PilotDeck is an open-source agent operating system built around the WorkSpace concept, jointly developed by Tsinghua University THUNLP, ModelBest, OpenBMB, and AI9Stars. It targets long-running, multi-project productivity work with three core capabilities: white-box traceable memory, smart model routing for cost optimization, and always-on background task execution. The system natively supports MCP and works consistently across Web, CLI, and IM frontends.; Orkas: Orkas is an open-source, local-first multi-agent desktop app. A Commander agent plans a goal and coordinates specialist agents, and can also drive external CLI agents such as Claude Code, Codex and OpenCode as local sessions. Conversations, files and API keys stay on your disk, and model calls go straight from your machine to the provider.
TL;DR
- You need an agentic operating system built around isolated WorkSpaces with multi-task concurrency, white-box traceable memory, and cost-effective model routing.
- You want always-on background agent execution with native MCP support across Web, CLI, and instant-messaging channels.
- You only want a simple desktop client for casual LLM chatting without multi-project workspace management (Cherry Studio is much simpler).
- Your sole goal is autonomous GitHub issue fixing from the command line (mini-swe-agent or Aider are more specialized).
- You want a desktop app where one chat coordinates several agents, instead of writing orchestration code.
- You already use Claude Code, Codex or OpenCode and want one place to dispatch work to them.
- You want your data, keys and agents on your own disk, with your own model keys.
- You only want a single all-purpose chatbot; the README itself says Orkas is not for that.
- You want a code library to embed in your own app, or a fully hosted team: the README lists both as not a fit.
- You need Linux packages today: it runs from source on glibc 2.34+ only.
Side-by-Side Comparison
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