Most clip libraries are searchable in name only. You get clip_0427_final_v2.mp4 and a date, and that's it. If you can't remember exactly when something happened, you're stuck opening files one by one. The fix is to search the content of your clips, not their labels.

The problem with filename-only search

Filenames and folders describe how a file was saved, not what's inside it. Two recordings from the same night look identical in a file browser. Sorting by date helps a little, but it can't answer the questions you actually have: "which clip has the comeback?" or "where did I explain the strategy?" For that, the video itself has to be searchable.

Search by what's on screen

Obskura analyzes your recordings frame by frame, on your own machine, so the visual content becomes searchable. You describe what you're looking for in plain language — "kill feed," "victory screen," "map loading," "red health bar" — and it returns matching moments ranked by how well they fit, each with a thumbnail.

That means a clip is findable even if its filename is gibberish. The scene is the search key. This is the kind of "search by meaning" that improves over time as the underlying models do — we wrote about where that's heading in what's next for ML clip search.

Search by what was said

The other half is speech. Obskura transcribes the audio in your recordings locally and indexes every word, so your commentary becomes a searchable transcript. Type a phrase you remember saying and jump straight to it. Callouts, reactions, names, and explanations all become findable text — no manual tagging required.

How to do it

1. Let Obskura finish analyzing a recording (it runs automatically after capture).
2. Open search in your library.
3. For visuals, describe the scene; for audio, type words you remember saying.
4. Scan the ranked results and thumbnails, then click into the exact moment.

Why on-device matters here

Plenty of tools could do content search by uploading your footage to a server. Obskura doesn't — the frame analysis and transcription run locally, so nothing leaves your machine. You get content search without handing your gameplay (or your mic audio) to anyone. It's private by default and there's no upload wait.

The end result: your library stops being a pile of opaque MP4s and becomes something you can actually query. See the full feature list, or compare it with other stream recorders to see how content search stacks up.