gh0stkey

gh0stkey / Karma

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Karma 是一款隐私优先的桌面应用，用于检测和脱敏个人身份信息（PII），基于 OpenAI Privacy Filter 模型。所有 AI 推理完全在本地设备上运行——您的数据永远不会离开您的设备。

18
0
100% credibility
Found Apr 29, 2026 at 18 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
TypeScript
AI Summary

Karma is a cross-platform desktop application for detecting and redacting personally identifiable information in text using local machine learning models.

How It Works

1
📥 Discover Karma

You hear about Karma, a simple desktop tool that hides personal info in your text while keeping everything on your computer.

2
🖥️ Install the app

Download the ready-to-use file for your computer, double-click to install, and open it up.

3
🧠 Get your AI brain

Follow the guide to download a free model file that spots private details like names and emails.

4
🔧 Point to the model

Tell the app where your model folder is, wait a moment, and see it light up green when ready.

5
✨ Paste and hide secrets

Type or paste your text, hit the button, and watch personal info like emails or phones turn into safe placeholders.

6
📋 Copy and save history

Grab the cleaned-up text to clipboard, browse past jobs, or tweak shortcuts for quick access.

✅ Privacy won!

Your sensitive text is now safe to share, all processed privately on your machine without sending anywhere.

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Star Growth

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AI-Generated Review

What is Karma?

Karma is a desktop app that scans text for personally identifiable information like names, emails, phones, addresses, and secrets, then redacts them with placeholders—all running locally on your device using the OpenAI Privacy Filter model. Unlike cloud services, your data stays private with on-device inference optimized for Apple Silicon via MLX or Windows/Linux via ONNX Runtime. Built as a Tauri app with React and TypeScript frontend, it offers real-time detection, an HTTP API server at localhost:8000/redact, redaction history, and a global shortcut like Cmd+Shift+K.

Why is it gaining traction?

It stands out by combining dead-simple UI with pro features like one-click clipboard copy, SQLite history, and bilingual English/Chinese support, without any cloud dependency—perfect for devs wary of API costs or data leaks. The built-in REST API integrates easily into workflows, and platform-specific acceleration keeps latency under 100ms on capable hardware. Far from angular karma github or karma jasmine github testing tools, this karma runner github alternative hooks privacy-focused users tired of manual scrubbing.

Who should use this?

Security engineers redacting logs before sharing, backend devs building compliance tools, or frontend teams handling user data in apps. Ideal for solo devs prototyping PII-safe features via the API, or anyone on macOS/Windows/Linux needing quick local anonymization without karma github actions complexity.

Verdict

Grab it if local PII redaction fits your stack—releases are polished with clear docs and bilingual READMEs—but at 18 stars and 1.0% credibility, treat as early alpha: test thoroughly before production. Solid for personal use, worth watching as karma developments github evolve.

(198 words)

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