YouTube Shorts Generator

Long video → ranked vertical short clips, tuned for short-form social.

This skill is a platform-aware preset over the AI Clipping primitive. It picks the right aspect ratio and clip count for the target platform and delegates highlight extraction, dedupe, and face-tracked auto-crop to muapi.ai's managed /ai-clipping endpoint.

Reference implementation: https://github.com/SamurAIGPT/AI-Youtube-Shorts-Generator Underlying API: https://muapi.ai/playground/ai-clipping

When to Use This vs. AI Clipping

Use this skill when…	Use AI Clipping directly when…
Target is YouTube Shorts / TikTok / Reels	You want full control over aspect / count
You want platform-tuned defaults	You want raw timestamps (`--coords-only`)
You'd rather pass `--platform tiktok` than think about ratios	You're integrating into a custom renderer

Agent Execution Protocol

Step 1 — Collect Inputs

Input	Default	Notes
`--source`	—	YouTube URL, hosted mp4 URL, or local file
`--platform`	`shorts`	`shorts` \| `tiktok` \| `reels` \| `feed` (sets ratio + count defaults)
`--num-clips`	platform default	Override clip count
`--aspect-ratio`	platform default	Override aspect ratio

If the user gave only a URL, run with platform defaults — don't block.

Step 2 — Verify Prerequisites

muapi-cli installed and authed (muapi auth configure)
MUAPI_API_KEY available

That's it. Transcription, highlight ranking, dedupe, and cropping all run server-side — no ffmpeg, no Python, no Whisper, no LLM keys needed locally.

Step 3 — Run the Pipeline

bash library/social/youtube-shorts/scripts/run-youtube-shorts.sh \
  --source "<YOUTUBE_URL>" \
  --platform shorts \
  --num-clips 5 \
  --view

The script:

Resolves the source (uploads local files to muapi CDN if needed).
Picks platform defaults if --aspect-ratio / --num-clips aren't passed.
Calls muapi edit clipping (the /ai-clipping endpoint) with the chosen params.
Polls until done, prints a ranked summary, optionally downloads / opens clips.

What Happens Server-Side

The /ai-clipping endpoint runs the full pipeline:

Transcribes the audio.
Ranks highlights through a virality framework — hook moments, emotional peaks, opinion bombs, revelation moments, conflict, quotable lines, story peaks, practical value.
Dedupes overlapping candidates by score.
Top-N selects and face-tracks vertical crops.

Each clip ships with score (0–100), opening hook line, and a one-sentence "why it works" reason.

Platform Defaults

Platform	Flag	Aspect	Default clips	Notes
YouTube Shorts	`--platform shorts`	`9:16`	3	Hook in first 1s
TikTok	`--platform tiktok`	`9:16`	5	Higher energy, longer ok
Instagram Reels	`--platform reels`	`9:16`	3	Hook in first 1s
Instagram Feed	`--platform feed`	`1:1`	3	Static-feel works well

Override any default with --aspect-ratio / --num-clips.

Quick Invocation Patterns

Single video, defaults:

bash run-youtube-shorts.sh --source "https://youtube.com/watch?v=VIDEO_ID"

TikTok preset — 5 clips, view in player:

bash run-youtube-shorts.sh --source "<URL>" --platform tiktok --view

Square Instagram feed clips:

bash run-youtube-shorts.sh --source "<URL>" --platform feed --num-clips 3

Batch — urls.txt with one URL per line:

xargs -a urls.txt -I{} bash run-youtube-shorts.sh --source "{}"

Async submit (returns request_id, poll later):

REQUEST_ID=$(bash run-youtube-shorts.sh --source "<URL>" --async --output-json - | jq -r '.request_id')
muapi predict wait "$REQUEST_ID" --download ./outputs

Output Schema

{
  "source_video_url": "...",
  "shorts": [
    {
      "title": "The one mistake that cost me $50K",
      "start_time": 124.3,
      "end_time": 187.6,
      "score": 92,
      "hook_sentence": "Nobody talks about this, but it killed my first startup...",
      "virality_reason": "Opens with a number + regret, peaks on a contrarian lesson",
      "clip_url": "https://.../short_1.mp4"
    }
  ]
}

When reporting back, surface for each clip: rank, score, time range, title, hook, and clip URL.

Common Mistakes to Avoid

Wrong aspect ratio for the platform — Shorts / TikTok / Reels are 9:16. The platform preset handles this; only override if you know why.
Padding to hit --num-clips — if the API returns fewer survivors, return what you have. Don't ship low-score filler.
Re-running on a 404'd clip URL — re-fetch the same request_id with muapi predict wait <id> rather than re-clipping.

Failure Modes

API key missing or rejected — surface the error; don't fabricate a key.
Job timed out — bump --poll-timeout and retry.
Source URL not reachable — upload the file via muapi upload file and pass the returned URL.
Fewer clips returned than requested — source had fewer rankable highlights. Return what came back with a note.

Done Criteria

The skill is done when:

result.shorts has up to num_clips entries, each with a working clip_url.
The user has been shown the ranked list (score, time range, title, hook, URL).
If --output-json was set, the file exists and parses.

muapi-youtube-shorts