计划执行与检查节点
executing-plans
按既定实施计划完成工作,保持过程检查和反馈。
yt-retention【效率与协作】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".
独立 GitHub 快照 · 自动分类 · 以原作者文档为准
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".
--transcript the tool prints what was being said there, which
is what makes the report actionable instead of interesting.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.
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?