MailMate AI Desktop — Open-Source Email Assistant That Summarizes, Prioritizes, and Creates Tasks Locally

说明与用途

MailMate AI Desktop 是一个本地优先的 Gmail 助手，能够总结邮件、按优先级分类并创建任务，并将通知发送到 Telegram。所有模型均在本地运行，确保隐私并且无云成本。

问题

Most people read every email to decide what matters, creating a productivity tax.

结果

Processing 10 real inbox emails produced AI summaries and classified priorities; a P0 security breach task was auto‑created with a calendar event, a P1 design review task awaited confirmation, and other emails were summarized only.

工作流

• Read Gmail (read‑only) → Normalize email → Summarize with Qwen2.5‑0.5B via vLLM → Classify summary with Laya typed‑decision engine → Apply application‑side policy → Persist approved actions in SQLite → Notify via Telegram bot → (optional) create Google Calendar event

证据

MailMate AI Desktop flips this: two open-weight models read your Gmail first, summarize every email into 1–2 sentences, classify it by priority, and deliver only what needs your attention — directly to your Telegram.

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The summarizer runs first. Laya then classifies the summary — not the raw email. Cleaner signal, better decisions.

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Key safety rule: A model prediction alone never authorises anything. An explicit policy module enforces the rules: ambiguous deadlines are never auto‑scheduled, P1/P2 tasks require your confirmation, calendar events are always a separate explicit step.

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Zero running cost. Both models run locally on a MacBook Intel — no API bills, no per-token charges.

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Your inbox never touches a third‑party server. OAuth tokens stay on disk. The SQLite database is local.

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