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yt-viral

Find what is actually working in the user's niche on YouTube and rank it by how far each video beat its own channel, then name the formula.

Kind
Skill
Works with
Claude Code
Source
YouTube agent skill (Jake Schincariol) @ a2feb2104981
Path
skills/yt-viral/SKILL.md
Jobs
Review
Topics
YouTube

Credit

Made by
Jakeschincariol
Original
github.com/Jakeschincariol/youtube-agent-skill/blob/a2feb2104…
License
MIT

Listed by Skill Manifest; not made by us.

InstallInstall it from a plugin marketplace.
/plugin marketplace add Jakeschincariol/youtube-agent-skill
Install factsScanned 2 Nov 2026
Adds
  • .claude/skills/yt-viral/ (the skill folder)
  • 1 file(s) the skill refers to
Runs scripts
Yes
  • swipe.py
  • shell block in the text
Uses the network
None found
Needs secrets
None found
Source revision
a2feb2104981
Licence
MIT
Last activity
16 Sep 2026
Review
Reviewed

Found by a static scan of the stored text; nothing is run. “None found” is not a guarantee, so read what you install before you run it.

  • Only the main file is read; other files in the folder are not scanned
# 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
…