yt-viral

# yt-viral Raw view counts rank channel size, not ideas. This ranks by **multiple over each channel's own median**, which is the only version of the question that is about the video. ```bash python3 swipe.py collected.json --min 2.0 ``` ## Collecting the input You need at least **four videos per channel** or a median means nothing, and the tool will skip the channel and tell you it did. Collect them however the user prefers - `yt-dlp --flat-playlist -J` against a channel URL is the fastest, the public page works, a manual list works. ```json [{"channel":"...","title":"...","views":412000,"url":"...","duration":613}] ``` **Read, do not scrape.** Public listings only, never a logged-in session, never the user's own account credentials. ## Reading the output The multiple is the signal. The formula line is a judgement about the TITLE, matched against [the 21 formulas](../yt-script/hooks.json) - it is not a claim about why the video worked, and you should say so when you present it. What to hand back: the top five with their multiples, the formula each used, and the ONE structural thing they share. Then the harder line - which of those the user could actually make this week, in their voice, with what they have. ## The gate Nothing here publishes. This skill writes and you publish. Every output ends in a block the user copies, and the last line of every run is the question: **ship it, or change it?**