New Windows Search Tool Finds Anything by Meaning, Not Just Name

Windows search is notoriously bad—it often misses files or takes forever. A new tool called VectorDash aims to fix that. Inspired by a Mac app, it's a full replacement for Windows 11 search that uses AI to understand what you're looking for. Instead of just matching words, it can find files by meaning. For example, you can search for 'images of dogs' and it will find photos even if they aren't tagged. It works across photos, screenshots, audio, video, PDFs, and Office documents. You can even search for a specific phrase in a podcast and jump to that timestamp.

VectorDash has two modes: a quick index that scans filenames and folders across your whole drive, and a deeper AI-powered index that understands content. You can combine them and filter by file type. It also acts as a universal launcher: find and open apps, adjust Windows settings, or do math right from the search bar. A customizable hotkey brings it up instantly. It runs in the background, using idle CPU/GPU time, and you can pause it anytime. It stores data locally in an encrypted database, so your files stay private. There's even an optional read-only server for other apps to access your index.

The tool is lightweight—about 200 MB of RAM for thousands of files. You can choose between low-memory, balanced, or performance modes. It supports GPU, integrated GPU, or CPU processing, and can connect to a remote server if you want. The developer admits it's 'vibe-coded' but tested extensively. They're looking for bug reports, especially for different hardware. While it's free and open-source, it's still a DIY project, so expect some setup and potential bugs. But for anyone frustrated with Windows search, it could be a game-changer.