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SKILL verified MIT Self-run

Retention Pass

skill-busybee3333-animated-explainer-skills-retention-pass · by BusyBee3333

Run a 3-round YouTube-retention optimization pass on an animated explainer video (GSAP or CSS-only harness) — audit the hook/peak loop, kill dead zones, align scene length to choreography, add late B-beats, then verify with freeze-frames. Use when the user wants a video "optimized for retention", a "retention pass", or before publishing/recording VO for any explainer.

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Install

$ agentstack add skill-busybee3333-animated-explainer-skills-retention-pass

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • ✓ Prompt-injection patterns
  • ✓ Secret / credential exfiltration
  • ✓ Dangerous shell & filesystem operations
  • ✓ Untrusted network calls
  • ✓ Known-malicious package signatures

What it can access

  • ✓ Network access No
  • ✓ Filesystem access No
  • ✓ Shell / process execution No
  • ✓ Environment & secrets No
  • ✓ Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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Reliability & compatibility

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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

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About

Retention pass — the 3-round method

Retention is lost at specific, predictable places: a weak first half-second, a hook that promises something the peak never pays, scenes that keep running after their choreography dies, and endings that signal wrap-up early. This skill turns those into a mechanical audit + ranked fixes. It applies to both harnesses (the gsap-explainer timelines and any CSS-only delay-driven harness).

Run it BEFORE VO is recorded — that's when durations are still free. After VO, durations are locked and only beat-adds are allowed.

The audit (do this before touching anything)

  1. Beat map. For GSAP files run node tools/beat-audit.mjs (in this skill folder) — it walks every ACTS[i] timeline against SCENES and prints per scene: last-beat time, coverage %, and every gap >4s. For CSS-only files, hand-walk animation-delays per scene against the scene clock. You cannot fix what you haven't mapped; critics who "watch" the file miss gaps the map catches.
  2. Hook/peak loop audit. Write down: what does the first visual literally SHOW? What does the peak scene show? If they don't rhyme visually, the hook's loop never closes — the #1 structural leak. The lower-third tease must name the payoff in concrete terms and the peak must look like the thing teased. A hook may open TWO loops (peak + trap) if later scenes each close one by name.
  3. First-beat check. Something meaningful must be landing by 0.5s (a char-cascade kicker starting ≤0.15s passes; a 1.2s fade does not).
  4. Kicker test. If a kicker could caption any scene, it's a label, not a re-hook. Best kickers close or open a named loop ("The trap from the opening — exposed").
  5. Wrap-up signal check. Second-to-last scene must be a peak (drill/proof), CTA must chain to a named next video, and nothing may announce duration or "finally/last".

Round 1 — STRUCTURE (the big rocks)

  • Recut the hook if the loop audit failed: rebuild the cold open around a visual preview of the peak (same shapes/colors the peak uses, e.g. two bars forced to overlap if the peak is a bar collision). Keep it a QUESTION, never the answer.
  • Trim every scene to its choreography. Target: last content beat lands at 70–85% of scene duration. Compute new SCENES from the beat map, THEN retime any late beats you're keeping (they were placed against the old duration). Flight-plan fractions (FL) survive trims automatically; absolute ACTS times do not.
  • Sync the VO script doc (same basename .md): new timestamps, new hook VO, and re-read every scene's line count against its trimmed duration (~2.3 words/sec for a relaxed read).

Round 2 — BEAT COVERAGE (kill the dead zones)

Re-run the beat map after R1 trims. For every scene with coverage 4s, add a beat — in this cost order:

  1. Move an existing beat later (free, often the retry/failure beat wants to sit past the 60% mark anyway).
  2. Callback pulse re-using the scene's own props (the pile shivers, the half-line blinks, the box flexes, the one item takes a bow). 2–3 lines of GSAP, no DOM.
  3. New micro-beat with DOM only if the scene has a second idea that never got visualized.

Never pad with ambient-only motion — the B-beat must be content (it re-states the scene's claim physically).

Round 2.5 — VO-SYNC (the "say it = show it" audit)

Added after field experience: retention dies quietly when the narrator names something and NOTHING on screen reacts. Walk the transcript sentence-by-sentence, estimate each phrase's speech time word-proportionally, and verify the NAMED object has a beat within ±1.5s. The two chronic defects (found in every video audited): (1) multi-item reveals complete in the first third while the VO enumerates across the whole scene — re-space each item to land on its name; (2) payoff stamps/shatters resolve seconds BEFORE the VO finishes the reasoning — gate them to the earning phrase. Also: any phrase asserting a mechanism needs a dedicated animated mini-diagram, not a caption; longer-and-taught beats shorter-and-asserted.

Continuous-narration standard (once real VO exists): the narrator speaks 85–94% of every scene — no dead air before the next line. Write scripts at ~2.5 words/sec × scene duration (a typical cloned/TTS voice reads ~2.6 w/s), generate per-scene clips, and EXTEND any scene its clip overruns (clip + 1.5–2s); extending never strands beats. Added words must narrate on-screen beats (count with the counter, enumerate with the landings), never pad.

Round 3 — POLISH (the drop-point interrupts)

  • Stakes accents late in long scenes: a micro-caption or spark tying the beat to the real-world payoff ("this exact move = the result you came for").
  • Pattern interrupts at predicted drop points (~30%, ~60% of runtime): a mood flip (dark scene), a direction-alternating wipe, a physics burst — something that breaks the established rhythm ONCE.
  • Loop-closure naming: the peak's kicker should reference the hook explicitly; a second planted loop (the trap) closes in its own scene by name.
  • Exit velocity: last content scene ends with motion (a hand-off beat at ~85%), not a coast; CTA scene starts inside 1s.

Verification (non-negotiable, after EVERY round)

  • node --check the extracted last `` block after any surgery.
  • Freeze-frame each new/moved beat: __xpl.goto(i) + __xpl.tl().pause(t) in the preview browser (its rAF is frozen — this is the only reliable way).
  • Replay-reset audit for every new tween: does the scene's gsap.set reset block cover every property you now touch (including attr: fills and infinite repeat:-1 props)? One-way tweens without resets are the classic replay killer.
  • Re-run the beat map; confirm no scene regressed below 60% coverage.

Field results (calibration for future passes)

Consistent findings across a batch of full-length explainers — EXPECT these:

  • Every scene overran its choreography by 30–100%. Durations get set to "feel roomy" for VO; measured VO fill was 57–85%. Trims of −25% to −31% of total runtime came out with zero content loss.
  • Every hook failed the loop audit the same way: the cold open showed the trap/problem while the packaging (thumbnail/title) promised the peak. Recut recipe that worked every time: rebuild scene 0 from the PEAK scene's exact prop classes (same bars/chips/banner), held as a question, and let the peak's kicker close it by name.
  • The best mid-beats restate the scene's claim physically (two items retreat to opposite corners to show why they never meet; the single group frame flexes; margin notes ripple). Decorative pulses read as padding — thematic pulses read as teaching.
  • Trims strand three kinds of absolute values — retime all three in the SAME edit as the trim: late ACTS beats, CSS animation-delays (.l3/lower-third), and on-page duration labels (poster sub, chrome time, aria labels, title A/B options in the script md).

Gotchas learned the hard way

  • Trimming SCENES[i] does NOT move that scene's absolute ACTS beat times — late beats placed at 18s die silently in a 16s scene. Retime them in the same edit.
  • The VO doc and the sr-only transcript drift instantly; fix both in the same round or they lie to the narrator.
  • A hook kicker that references "the opening" in a LATER scene breaks when you recut the opening — grep for kickers that name other scenes before recutting.
  • CSS-only harness: adding beats means new animation-delay values; check the scene's clock entry, not the previous element's delay.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.