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░ armory · video-clipping · compare

ClipsAI vs PySceneDetect

Both in the video & clipping category. Side-by-side — pick the one that fits your stack tonight.

ClipsAI★★★★★
🆓 free🛠️ wire-up

The open-source blueprint for podcast clipping. Study it, steal the patterns.

rating
3
tested
cost
free
install
needs-wiring
stars
474
updated
2y ago
#video-clipping#podcast#python#texttiling#active-speaker#reference
avoid if

You want a ready-to-ship tool. ClipsAI is a reference design at this point, not active software.

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PySceneDetect★★★★
✓ loya-tested🆓 free🐍 sidecar

Finds every camera cut in your video automatically. Powers smart cropping + transitions.

rating
4
tested
✓ loya-tested
cost
free
install
sidecar
stars
4,736
updated
4d ago
#video#scene-detection#python#opencv#cli#library
avoid if

You only work with single-camera talking-head footage — scene detection isn't useful there.

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why it matters · ClipsAI

ClipsAI was the first proper open-source take on 'long podcast in, viral shorts out.' Python library that finds natural topic boundaries + tracks the active speaker to cut clips that actually make sense standalone. Hasn't been updated in over a year, so treat this as a reference codebase, not a production install. The topic-boundary + speaker-detection approach it uses is still how OpusClip works under the hood. Read the repo, steal the pattern, build your own pipeline.

why it matters · PySceneDetect

PySceneDetect scans any video and spits out the timestamp of every hard cut — the moment the camera switches. For multi-cam podcasts, that's the boundary you need so your 9:16 crop follows the active speaker without drifting on stale frames. Used in podcast-clipper crop pipelines alongside face tracking — same library Loya's LYRC export pipeline relies on for scene work. Free, Python, actively maintained (commits this week).

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