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nessalaznenessalazne/youtube-agent-skill/skills/yt-retention/SKILL.md

yt-retention

Skill5 starsChanged 53 days agoMITView on GitHub

Read a YouTube Studio audience-retention export and find where viewers actually leave, then say what to change. Use for "why do people stop watching", "my retention is bad", a pasted retention chart or CSV, or "fix my pacing".

5 other projects use a version of this, 5 of them edited.

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The file

We split this skill into the rules it gives an agent

1 rule. About 0 are common, 0 are distinctive, and 1 is very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈0

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 1

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Very specific:

    If they want it on the channel, /yt-publish is the only skill in this pack that touches YouTube, it uploads private unless they say …

    line 50

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

yt-retention

The retention graph is the only honest feedback YouTube gives you. Almost nobody exports it.

python3 retention.py retention.csv --duration 600
python3 retention.py retention.csv --transcript transcript.srt

Getting the file: Studio -> a video -> Analytics -> Engagement -> the audience-retention chart -> the download icon -> "Audience retention".

Get the transcript the same way you got the CSV, and the report starts naming the line they were speaking at each cliff, which is the difference between an interesting chart and an actionable one:

python3 ../../tools/transcript.py "$URL" --srt -o transcript.srt

Three different problems

  • HOOK LEAK - what is lost in the first 30 seconds. Under 25% is healthy. This is always the first thing to fix and it is always the first fifteen seconds of script, never the edit.
  • CLIFFS - single steep drops. A cliff is a moment: a topic change with no signposting, a sponsor read, a long setup. With --transcript the tool prints what was being said there, which is what makes the report actionable instead of interesting.
  • SLIDE - the steady bleed across the middle. A flat slide is pacing. The fix is cutting, not rewriting.

What to hand back

Name the single biggest leak and one change for it. Not a list of five. Then, only if asked, the rest. And if the hook leak is healthy and the slide is flat, say the video is fine and the problem is packaging - send them to /yt-package.

The gate

This skill never publishes. Every output ends in a block the user copies, and the last line of every run is the question: ship it, or change it?

If they want it on the channel, /yt-publish is the only skill in this pack that touches YouTube, it uploads private unless they say otherwise, and it asks again before it does anything.

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