Choose your video
Open a local MP4. Your video stays on your device. Start with a clip under 10 minutes.
FREE EXPERIMENTAL VIDEO SEARCH
Find the Moment
You Remember in a Video
Describe what you saw and jump to likely matching moments.
Free, local, and no sign-up required.
✓ No video upload✓ No account needed✓ Powered by EmbeddingGemma 2
01 / YOUR VIDEOStays on your device
Your video. Your device.
Find a scene without uploading a single frame.
MP4 · Start with a video under 10 minutes
Desktop Chromium with WebGPU · Experimental
02 / FIND A MOMENT
Describe a visible scene or action. Spoken words and exact on-screen text may not match.
One-time model download: about 316 MB, plus browser runtime files. Cached on this browser when storage allows.
Choose a local video to begin.
Off by default. Shares event types, rounded timings and result ranks; never your video, description, frames or filename. Raw events expire within 30 days. Privacy details
This is an experimental tool. Matches can be incorrect or missed; processing can take minutes, especially for longer videos.
A LITTLE MEMORY. A LOT LESS SCRUBBING.
Describe it. Find it. Check it.
Find moments in video using the details
you remember, right in your browser.
Describe the scene
Local AI builds a visual index. Search completed windows while the rest of your video is being analyzed.
Jump to a likely moment
Review three candidates, or show two more. You decide whether the tool found what you wanted.
MEASURED. NOT MAGIC.
An experiment with
honest benchmarks.
Two real tutorials. Fifteen frozen queries each.
One Mac. Useful evidence, not a promise of accuracy.
7 / 15LibreOffice · Top-3
70-token video search
70-token video search
11 / 15Blender · Top-3
70-token video search
70-token video search
Independent POC · October 7–8, 2026 · Fixed target intervals
BEFORE YOU START
A few things to know.
Does my video leave my device?
The browser reads your chosen file locally. Frames, thumbnails, search descriptions and embeddings are not sent to the app backend. Model files are downloaded separately from Hugging Face. Optional non-content statistics are off by default.
What kinds of moments can I search for?
Try visible objects, actions, colors or scenes. This version does not transcribe speech or run OCR. Exact dialogue, tiny interface text and subtle screen changes may be missed.
How long does processing take?
Processing can take minutes. In our reference tests, two real tutorials took about 8 and 11 minutes to index with a 70-token budget. First use also downloads about 316 MB in the reference environment. These are observations, not estimates for your device.
Can I search a long video?
Under 10 minutes is the recommended test range. 10–30 minutes is a long-video test, and 30–60 minutes requires separate acknowledgement. This release’s 60-minute stress validation is pending. Files longer than 60 minutes are rejected without truncation.
Can I reuse an index?
Yes. Completed indexes are saved in this browser when storage is available. Reselect the same file to reuse the index without visual re-analysis. Browser cleanup may remove saved data; you can also delete it yourself.
Is it free?
Yes. This experimental tool has no signup, credits, checkout or advertisements. Learn how EmbeddingGemma 2 powers this independent browser demo on our technology page.