clip-factory

GitHub

将长视频或播客转录文本分析并拆分为8-12个短视频片段,包含钩子、时间戳和平台建议。内置诚信检查机制,确保内容不歪曲原意,生成排名剪辑表供编辑使用。

exports/openclaw/clip-factory/SKILL.md mohitagw15856/pm-claude-skills

Trigger Scenarios

clip this podcast make shorts from my video what's clippable here

Install

npx skills add mohitagw15856/pm-claude-skills --skill clip-factory -g -y
More Options

Non-standard path

npx skills add https://github.com/mohitagw15856/pm-claude-skills/tree/main/exports/openclaw/clip-factory -g -y

Use without installing

npx skills use mohitagw15856/pm-claude-skills@clip-factory

指定 Agent (Claude Code)

npx skills add mohitagw15856/pm-claude-skills --skill clip-factory -a claude-code -g -y

安装 repo 全部 skill

npx skills add mohitagw15856/pm-claude-skills --all -g -y

预览 repo 内 skill

npx skills add mohitagw15856/pm-claude-skills --list

SKILL.md

Frontmatter
{
    "name": "clip-factory",
    "homepage": "https:\/\/mohitagw15856.github.io\/pm-claude-skills\/skill\/clip-factory.html",
    "metadata": {
        "openclaw": {
            "emoji": "🧠"
        }
    },
    "description": "Turn one long video, podcast, or stream transcript into 8-12 short-form clips — each with a hook line, cut timestamps, captions, and a platform note for TikTok\/Reels\/Shorts — plus an honesty gate that kills clips that misrepresent the source. Use when someone says 'clip this podcast', 'make shorts from my video', 'what's clippable here', or runs a clipping side hustle. Produces a ranked clip sheet ready for an editor or a clipping app."
}

Clip Factory Skill

Clipping is a real economy now — creators pay per viral clip, and one 90-minute conversation can feed a channel for two weeks. But most clip sheets are made by scrubbing for loud moments, which finds volume, not virality. The clips that travel have a complete arc in under 60 seconds: a hook that creates a question, a middle that pays it, an end that lands before attention dies. This skill mines a transcript for those arcs, writes the hooks, marks the cuts — and runs the gate clip farms skip: does this clip mean what the speaker meant? Out-of-context bait gets engagement and burns the channel that posted it.

What This Skill Produces

  • A ranked clip sheet: 8–12 clips, best first, each with hook text (first 1.5 seconds on screen), cut timestamps, runtime, and why it works
  • Caption blocks per clip: on-screen hook, caption text, 3–5 tags that are actually about the content
  • A platform note per clip: where it fits best and any recut (Shorts favours faster cold opens; TikTok tolerates 5 more seconds of setup)
  • The honesty gate log: clips that were strong but cut for misrepresentation, and what would make them fair

Required Inputs

Ask for (if not already provided):

  • The transcript, with timestamps if available (or the video/audio to transcribe if tooling allows; without timestamps, mark cuts by quote and say so)
  • Whose channel the clips serve (the creator's own? a clipping account with permission?) and the tone that channel runs
  • Platform targets and any hard rules (no swearing cuts, brand-safe, etc.)
  • What the source is really about — the thesis the clips must not betray

Framework: what makes a clip travel

  1. Mine for arcs, not moments. Scan the transcript for: claims that surprise ("most people believe X — it's backwards") · stories with a turn · strong disagreements · numbered lists compressible to one item · emotional peaks with their setup nearby. A great line without its setup is a hook with no payoff — check the 30 seconds before it.
  2. Write the hook as a question the viewer must answer. The first line on screen is the whole game: "the mistake every first-time founder makes" beats the quote itself. Hook text ≠ first words spoken — it's the overlay that makes them stay for the first words spoken.
  3. Cut to the arc, not the clock. In at the last possible second before context is lost; out on the landed line, not the trailing "…so yeah." 20–45s is the sweet spot; 60s+ needs a mid-clip re-hook to survive.
  4. Run the honesty gate. For each clip: would the speaker say "yes, that's what I meant" seeing it cold? Sarcasm clipped straight, positions stated-to-refute, jokes clipped as claims — killed or fixed with a context caption. The gate is non-negotiable; it's also self-interest, because "misleading clip" replies kill channels slower but just as dead.
  5. Rank by arc-completeness × hook strength, not by how loud the moment was. Note the one clip most likely to travel and why.

Output Format

## Clip sheet: [source title] ([N] clips from [runtime])
### 1. [Working title] — [in]–[out] ([runtime]s) ⭐ best bet
Hook (on screen ≤1.5s): "…"
Arc: [setup → turn → landing, one line]
Captions: [text] · Tags: [3-5]
Platform: [fit + recut note]
[…repeat, ranked…]

## Killed at the honesty gate
| Clip | Why killed | What would make it fair |

Quality Checks

  • Every clip has a complete arc — hook, payoff, landing — verifiable from the quoted timestamps
  • Hooks create a question; zero hooks are just the quote restated
  • The honesty gate ran and its log is present (even when empty: "nothing cut")
  • Tags describe the content, not trending-tag spam
  • Cut points respect sentence boundaries — no clips ending mid-thought unless the cliffhanger is the point and the payoff is in the caption

Anti-Patterns

  • Do not clip sarcasm, hypotheticals, or steelmanned opposing views as sincere claims — that's the gate's kill list
  • Do not write rage-bait hooks the content can't cash
  • Do not produce 30 mediocre clips instead of 10 good ones — the sheet is ranked and short because editor time is the scarce resource
  • Do not ignore rights: clipping someone else's content needs their permission or their program's terms — ask whose channel this serves

Related

[[youtube-script]] writes the long-form these clips come from; [[thumbnail-creator]] for the packaging; [[viral-content-framework]] for why the hooks work.

Version History

  • e4def4c Current 2026-07-31 00:17

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Metadata

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Version
f53846d
Hash
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Indexed
2026-07-31 00:17

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