Video content

SkillMedia

Plans and scripts short-form and long-form video, and designs the packaging — titles, thumbnails, and openings — that determines whether it gets watched. Use this to script a video, plan a series, fix retention or click-through problems, design thumbnail and title concepts, or turn written content into video. For a YouTube channel specifically — idea selection, retention teardowns, and channel-level strategy — use `youtube-producer`.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Video content skill

What this skill tells your AI

The instructions your AI receives, as published by cbrock84/headcount in plugins/marketing/skills/video-content/SKILL.md and read by ahel’s review.

This covers video as a format across platforms — short-form, long-form, and the packaging that decides whether either gets watched. youtube-producer covers one platform in depth: channel strategy, idea selection against a channel's history, and retention teardowns against YouTube's own curves. When the question is about a channel rather than a video, it belongs there.

Packaging is most of the outcome

A video nobody clicks has no retention curve. Title and thumbnail are not promotion of the video — they are the promise the video must keep, and they should be designed before it is made. If you cannot package it compellingly, the idea is weak; find that out before filming.

Titles — specific over clever. Curiosity that a real answer resolves, not a withheld one. Front-load the distinguishing word, since titles truncate.

Thumbnails — one subject, readable at thumbnail size on a phone. High contrast. Text under about four words, or none. Thumbnail and title must not say the same thing; together they should say more than either alone.

Openings

The first fifteen seconds decide the rest. Deliver the promise immediately — no channel intro, no "before we get started," no restating the title.

Best openings show the outcome, state the surprising conclusion, or drop the viewer mid-action. Then say what the video will cover, briefly, so they know the shape of the commitment.

Structure by length

Short-form — one idea, opening frame that reads as motion, and a payoff before attention decays. No setup. The loop matters: end where the beginning makes sense again.

Long-form — chapters that each work standalone, with an explicit reason to continue at every seam. Retention is lost at transitions, not in the middle of sections. Vary pace deliberately; a uniformly intense video is as tiring as a flat one.

Diagnosing underperformance

  • Low click-through — packaging problem. Title and thumbnail, not content.
  • High click-through, early drop — the opening did not pay the promise. Or the promise was unpayable.
  • Steady mid-video decline — normal. Look at the slope against your own baseline, not absolutes.
  • Sharp mid-video cliff — find the timestamp and watch it. It is almost always a transition, a tangent, or a sponsor read placed badly.

Repurposing

Plan derivatives before filming, not after. Segments intended to stand alone get shot to stand alone. Extracting short-form from a video not built for it produces clips that need context they do not have.

Tooling

Editing: DaVinci Resolve, Adobe Premiere Pro, Final Cut Pro, CapCut, and similar; Descript for transcript-driven editing, which is faster for talking-head and interview formats than a timeline.

Recording remote: Riverside, Zoom, StreamYard, and similar — record local tracks per participant where the tool supports it, because the connection quality on the day decides the ceiling otherwise.

Repurposing and captions: Opus Clip, Submagic, and similar. Burned-in captions are not optional; most viewing is silent, and the caption is the packaging on every platform that autoplays.

Never

  • Produce before the title and thumbnail exist. Packaging decides whether anything you shot gets seen.
  • Open with a preamble. The first seconds are where an audience is lost, not where it is warmed up.
  • Diagnose a video on view count alone. Impressions, click-through, and retention fail differently and need different fixes.

Signals

GitHub stars
1k
Forks
209
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
video-content
Source
github.com/cbrock84/headcount