🧠 A speed bump for unnecessary AI use
When a prompt looks like a simple shortcut, MindShield introduces a short pause that gives you a chance to think before relying on AI.
Use AI without letting it do your thinking for you.
MindShield adds a brief moment of reflection when you ask AI to do something you could easily think through yourself. It helps you stay actively involved while still using AI when it genuinely helps.
An open-source project by Janis Flury (Frog1230).
Free · Privacy-first · Local AI · Open source
AI can answer questions, write explanations, solve problems, and make decisions almost instantly. That's useful — but it's also easy to start asking AI for things you could have figured out yourself.
MindShield is designed to add a small amount of friction before that becomes a habit.
A small pause when you need it. No interruption when you don't.
Use your AI assistant normally. MindShield works in the background while you type.
An on-device model checks whether your request appears to be a simple shortcut or a more substantial task.
Simple shortcuts can trigger a brief reflection period. More complex tasks can pass through immediately.
MindShield is designed to support AI use, not eliminate it.
When a prompt looks like a simple shortcut, MindShield introduces a short pause that gives you a chance to think before relying on AI.
Complex prompts, educational requests, debugging, research, and other substantial tasks can bypass the reflection delay.
Prompt evaluation uses an on-device machine-learning model. Your prompts aren't sent to an external server for classification.
MindShield supports ChatGPT, Claude, Google Gemini, and Grok.
MindShield is built around that idea.
You don't need to stop using AI. You just don't want to automatically outsource every small decision, calculation, explanation, or problem to it.
MindShield creates a small moment where you can decide: "Do I actually need AI for this?"
MindShield performs prompt classification locally in your browser using a machine-learning model compiled for WebAssembly.
Your prompts are not sent to an external classification server.
No tracking. No analytics. No cloud prompt analysis.
The project is open source, so you can inspect how it works yourself.
Development updates, release notes, and thoughts behind MindShield.
Better detection with a 3-tier system, and annoying bugs have been fixed.
A look at the UI improvements, prompt detection changes, user experience updates, and cleanup introduced in MindShield 1.1.0.
Everything you need to know about MindShield.
MindShield is a privacy-first browser extension designed to help you avoid unconscious AI dependence. By introducing a gentle, brief pause before simple queries, it encourages you to think independently while keeping AI readily available for genuine, complex work.
No. Never. Your prompt text never leaves your browser. Classification runs 100% locally on your computer via an on-device machine-learning model compiled to WebAssembly. There are no analytics, no telemetry servers, and no cloud loggers.
No. MindShield is not an AI blocker or website restrictor. It acts as an intentional speed bump. When a query is flagged as a basic shortcut, it simply pauses submission for a short reflection period. Once that moment passes, or if your prompt is substantial, you can submit immediately.
Repeatedly using AI for minor tasks can make it easier to rely on AI automatically rather than attempting the task yourself. Pausing simple shortcuts introduces just enough friction to create a brief moment of awareness: "Do I actually need AI for this, or can I quickly think through it myself?"
Cognitive offloading is the practice of delegating mental tasks—such as remembering, calculating, reasoning, or analyzing—to external digital tools. While it can be useful and efficient, researchers have raised questions about how repeated reliance on external tools may influence cognitive engagement and independent problem-solving over time.
MindShield currently supports ChatGPT, Claude, Google Gemini, and Grok web interfaces, with ongoing updates to support more platforms.
Yes. MindShield is entirely open source. You can inspect the classification logic, review extension permissions, or contribute directly on GitHub.
MindShield packages a compact, optimized classifier compiled to WebAssembly (Wasm). It assesses the complexity, intent, and depth of your query in milliseconds right inside your browser tab—achieving fast, privacy-preserving evaluation without requiring an external API key.
Add a small moment of reflection to your AI workflow without giving up the tools you use every day.
MindShield is an open-source project created by Janis Flury that explores more intentional ways of using artificial intelligence without automatically handing over reasoning and decision-making to AI tools.
The project includes the MindShield browser extension, research and writing about AI and critical thinking, and interactive experiments exploring AI dependence and cognitive offloading.