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polaris-smart/README.md

Polaris-Smart LAB · 北极星智能实验室

Local-first AI collaboration infrastructure. We build tools that let humans manage AI agents like a real team — with accountability, evidence chains, and human review at every critical step.

Every task delegated, every deliverable submitted, every review decision — recorded, auditable, on your own machine.

🔭 Main Projects

Project What it does
agent-mailbox Local-first team workbench for AI agents: project mailboxes, shared context, task handoffs, human review. Think DingTalk for AI employees.
mcd-agent-gourmet 麦当劳点餐 Skill — say "¥35, not spicy, no ice" → one answer + a copyable order card. Official pricing only.
dsh-devices Turn your devices into a fleet — mDNS discovery, key pairing, SSH direct exec for dsh agents.
wx-fetch WeChat article fetcher: Markdown / txt / JSON / Word output, zero dependencies.

🧭 Principles

  • Local-first — your data and evidence stay on your machine; no mandatory cloud.
  • Evidence chains — who assigned, who accepted, what was delivered, who verified. Every step leaves a receipt.
  • Human at the gate — agents work autonomously; humans review what matters.
  • Ship, then polish — local versions lead public releases by 1–2 minor versions.

🌐 Links


Agent mailbox · AI employees · Human review · Local-first infrastructure

Popular repositories Loading

  1. mcd-agent-gourmet mcd-agent-gourmet Public

    Say "¥35, not spicy, no ice" → one answer + a copyable order card. Official calculate-price only. Zero-dependency MCP skill. 麦当劳点餐 Skill.

    Python 148 1

  2. dsh-devices dsh-devices Public

    Turn your devices into a fleet — dsh plugin for decentralized multi-device collaboration: mDNS discovery, key pairing, SSH direct exec. Tools auto-register for dsh agents.

    TypeScript 8

  3. agent-mailbox agent-mailbox Public

    Local-first team workbench for AI agents: project mailboxes, shared context, task handoffs and human review. v0.8.2 · macOS App and local Web; Intel, Windows and Linux previews.

    Python 4

  4. Clutch Clutch Public

    Forked from fancy1108/Clutch

    Local AI multi-agent orchestration desktop app (Tauri · LangGraph)

    Python 1

  5. DeepTutor DeepTutor Public

    Forked from HKUDS/DeepTutor

    DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.

    Python 1

  6. awesome-dsh-plugins awesome-dsh-plugins Public

    Forked from kejixiaoliang/awesome-dsh-plugins

    DeepSeek Harness (DSH) 插件精选目录 — 14 类 280+ 个社区插件,覆盖 MCP / Skill / TUI / 多 Agent / 上下文记忆 / UI 皮肤,点链接直达仓库。Curated directory of dsh plugins for DeepSeek Harness.

    JavaScript 1