Yes — everything runs in your browser. You can verify it by opening the Network tab in your browser's developer tools (F12) and dropping a large photo. You will see no outgoing request that contains your file. After the page loads its own JavaScript and CSS once, the tool can run with the internet disconnected.
Try the tool
Drop a photo into the free EXIF Viewer & Metadata Remover — runs entirely in your browser, no upload.