topic-scoutlisted
Install: claude install-skill ttalkkaklab/social-flow
# Finding market-validated topics
Views usually don't come because you posted **what you wanted to say**.
This skill looks inside the channel's topic area for subjects people already
stayed with. It picks by **multiple of that channel's recent-upload median**,
never by absolute views — 100k on a huge channel and 100k on a new one mean
different things.
Next to YouTube there's a separate **SNS issues** section — what is going around
right now on Threads, X, and Instagram on the same topic (`sns_issue_scout`),
plus Google rising searches. That section uses a different yardstick. It's a
mention list with no engagement numbers, so it answers "what is being talked
about", not "what blew up", and it never gets mixed into the same column as the
YouTube multiplier table. The limits are spelled out in `references/method.md`
§SNS issues.
```
/social-flow:topic-scout my-channel
/social-flow:topic-scout my-channel "AI work automation"
```
The artifact a human looks at is `data/<channel>/growth/keywords/market-keywords.html`.
Write it so someone who isn't a YouTube analyst can tell what the topic is.
Page one is "the content we're making this time" — what the chosen keyword
covers in the market, and which episode we'll make. Page two is one identical
block per candidate keyword. How we picked is one section at the end. Don't
spend a page on evidence charts.
Don't use jargon like seed, phrase, outlier, gap, yardstick, or quota on screen.
Render English and Chinese titles as short plain