wtf is winning-structures?

Winning Structures is a tool for content creators who want to reuse the pacing and structure of a viral short video, like a TikTok, Reels, or YouTube Shorts clip, while writing their own words. You paste in a link to a video, and the app downloads it, transcribes every word along with its exact timing, and then asks Claude to break the script into structural beats, such as the hook, the main points, the key line, and the call to action. The idea behind the project is that videos do not go viral just because of editing, but because every sentence in the script is doing a specific job, and a document included in the repository explains that theory in more depth. Once a video is analyzed, you can open it and rewrite each line with your own words, and the app estimates how long your new line will take to say based on the original creator's speaking pace. You can then play the whole rewritten script back as a teleprompter while recording yourself, with a mirror mode, adjustable speed, and a countdown for each beat. Running the app just to browse an existing library and use the teleprompter needs nothing beyond Python, since the frontend is already built and included. Analyzing brand new videos requires a few additional command line tools to be installed separately: yt-dlp to download the video, ffmpeg to handle audio, Whisper to transcribe speech, and either Claude Code or an Anthropic API key to do the beat mapping. Analyzing one video takes roughly one to two minutes, and the downloaded video file itself is deleted afterward, keeping only the thumbnail and the extracted structure. The project is released under the MIT license.