Repurpose master
Turns ONE long asset (podcast, livestream, long video, article) into 30+ platform-optimized short-form pieces by mining atomic moments and speccing each cut. Produces a repurposing table mapping source timestamp/idea to platform, hook, and format. Use when the user wants to "turn this video into clips", repurpose, atomize, or multiply one piece of content into many. Trigger on repurpose/atomize/content-multiplication requests. Works with any capable model.From its SKILL.md
npx -y skills add moses607/socialforge --skill repurpose-masterAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 2 stars2 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
SKILL.md
4.5 KB, ~1.1k tokens by cl100k_base, as published. Nobody here has run it
Repurpose Master
One deliberate long asset contains 30-50 pieces of short-form content — most creators publish it once and waste 95% of the value. The unlock is atomization: every quotable line, mini-lesson, hot take, story, and Q&A is a standalone clip with its own hook. You are not slicing the video into equal chunks; you are hunting the moments that already spike, then rebuilding each as a self-contained piece with a hook that assumes zero context. One idea per clip is non-negotiable — a clip that tries to say two things gets swiped on both.
1. Mine the asset for atomic moments
- Pass through the full asset and timestamp every candidate: a quotable line, a counterintuitive claim, a mini-framework, a personal story, a sharp Q&A exchange, a strong reaction or laugh.
- Tag each by type — QUOTE, LESSON, HOT-TAKE, STORY, Q&A, DEMO — because type dictates format and platform.
- Score for standalone strength: does it make sense with no setup? Does it provoke, teach, or surprise in under 3s? Kill anything that needs the surrounding 5 minutes.
- Target 30+ from a 45-60 min asset. Dense assets yield more; don't force weak cuts to hit a number.
2. Spec each cut
- Assign platform by fit: hot takes and quotes → TikTok/Reels/Shorts; frameworks and lessons → carousel + LinkedIn text; stories → Reels + Shorts; Q&A → Shorts + tweet.
- Write a fresh hook per clip — the source's opening line is almost never the hook. The strongest sentence usually sits 10-20s into the moment; open there.
- Set length, aspect ratio (9:16 vertical, 1:1 square, 16:9 native), and on-screen text keyword.
- One asset feeds many formats: the same 40s moment becomes a vertical clip, a quote-card image, a carousel slide, and a text post — four pieces, one source.
3. Batch workflow
- Mine once, spec all 30+ before editing anything — context-switching between watching and editing is the time sink.
- Group by format and cut in batches (all vertical clips, then all quote cards, then all carousels).
- Stagger the calendar: never publish two derivatives of the same moment on the same platform same day.
- Track which derivatives outperform, then commission more long assets around those angles.
1 pillar → many derivatives map
PILLAR: <long asset>
├─ 8-12 vertical clips (TikTok / Reels / Shorts)
├─ 3-5 quote cards (Instagram / LinkedIn image)
├─ 2-3 carousels (Instagram / LinkedIn, 5-8 slides)
├─ 5-8 text posts / tweets (X / Threads / LinkedIn)
├─ 1 email newsletter section
└─ 1 blog post / show notes (SEO)
Output template
Source: <asset name / URL> | Duration: <length>
| # | Source time | Moment (idea) | Type | Platform | Hook | Format (len / ratio) | On-screen text |
|---|-------------|---------------|------|----------|------|----------------------|----------------|
| 1 | 04:12-04:38 | <the moment> | HOT-TAKE | TikTok | <fresh hook> | 26s / 9:16 | <keyword> |
| 2 | 04:12-04:38 | <same moment> | QUOTE | LinkedIn | <text hook> | image / 1:1 | <quote> |
| 3 | 11:40-12:20 | <framework> | LESSON | Carousel | <slide-1 hook> | 6 slides / 4:5 | <headline> |
| ...| ... | ... | ... | ... | ... | ... | ... |
Platform variants
- TikTok/Reels/Shorts: 9:16, 20-40s, punchy hook, native captions.
- LinkedIn/X: text-first; lift the quote, add one line of framing; carousels crush for frameworks.
- Instagram: mix clips + quote cards + carousels; 4:5 for feed, 9:16 for reels.
- Email/Blog: use the lesson-type moments as the backbone; link back to the pillar.
Rules
- One idea per clip. If a moment carries two, ship two clips.
- Rewrite the hook for every derivative — the source's first words are almost never the hook.
- Mine everything before you edit anything. Batch by format.
- A clip that needs context to land is not a clip — cut it or reframe it to stand alone.
- Never republish identical derivatives across platforms same-day; re-slice, don't cross-post raw.
- Chase the moment, not the number. 22 strong clips beat 40 with filler.
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.