Your hook is a checklist, not a vibe

Description and use

Four automated checklists help faceless YouTube creators improve video mechanics, reducing viewer loss in the first seconds and at the end.

Problem

Small faceless channels lose viewers in the first three seconds and the last ten percent due to weak hooks and repetitive scripts.

Outcome

All four checks together provide a deterministic, reproducible way to ensure video mechanics are solid before publishing, reducing early drop‑off and improving viewer retention.

Workflow

• 1. Score opening line on brevity, specificity, curiosity, and direct address; penalize date recitation and generic opens.
• 2. Evaluate title and thumbnail together for length, structure, curiosity, word count, duplication, and truth risk.
• 3. Read script as a viewer: flag dead air (>90 words without turn), repeated sentences, lack of escalation, and improper outro.
• 4. After editing, run a 10‑point packaging checklist on the finished video: verify real footage spine, merged outro, no date intro, and overall readiness.

Evidence

Most small channels don't lose viewers in the middle of a video. They lose them in the first three seconds and in the last ten percent — a weak open, and a script that repeats itself until finishing feels optional.

Source

An opening line gets scored on four things: brevity (does it land in the first ~3 seconds?), specificity, curiosity, and direct address.

Source

Scoring a title alone is a mistake — viewers see a pair. The tool scores them together: title length band, structure, curiosity; thumbnail text held to 1–4 words; and a duplicate check, because a thumbnail that repeats the title wastes half the package.

Source

Before anything is built, the script gets read the way a viewer experiences it: Any beat over ~90 words with no turn in it is dead air. A sentence that appears twice is padding, even reworded. The middle has to elevate, not restate. The outro is one merged beat: the subscribe ask folded into a genuine question, never two separate asks.

Source

Scores on a script are a forecast. The last check runs a 10-point packaging checklist against the finished video — real footage as the spine, merged outro present, no date intro. Any gap and the answer is NOT READY, full stop.

Source

These four checks are the Faceless Creator Skill Pack — four Claude skills, each pairing an instruction file with a small Python tool (standard library only, works offline), tested end-to-end with the evidence in the box (33/33 checks).

Source