# Channel Formula

> Use when extracting a channel's winning content formula from its own performance data — comparing top videos against flops on any YouTube/TikTok/Instagram channel in any niche (crime, tech, cricket, cozy, finance…) to codify what its audience actually comes for, or when a new video must be checked against the channel's proven pattern before scripting.

- **Type:** Skill
- **Install:** `agentstack add skill-yaxeen-storytelling-skills-channel-formula`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [yaxeen](https://agentstack.voostack.com/s/yaxeen)
- **Installs:** 0
- **Category:** [Content & Media](https://agentstack.voostack.com/c/content-and-media)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [yaxeen](https://github.com/yaxeen)
- **Source:** https://github.com/yaxeen/storytelling-skills/tree/main/skills/channel-formula

## Install

```sh
agentstack add skill-yaxeen-storytelling-skills-channel-formula
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Channel Formula

- Every channel that works has an unwritten contract with its audience: a specific promise the winners keep and the flops break. This skill makes the contract **written**.
- Generic storytelling craft is necessary but not sufficient — a technically perfect story that breaks the channel's promise still dies. **Audience expectation beats craft.**
- The output is a reusable **channel profile**: formula, title pattern, packaging rules, and retention benchmarks, extracted from the channel's own data — never from assumptions about the niche.
- Built on the six levers — see **storytelling-hooks**. Recap: 1. Curiosity gap · 2. Emotional mirror · 3. Conflict engine · 4. Relatability · 5. Pattern + surprise · 6. Three-act.

## When to Use

- A channel has some winners and some flops and nobody can articulate why.
- Before scripting for an established channel — check the premise against the formula first.
- After a flop, alongside **retention-audit** (audit finds *where* it died; this skill finds *what promise* was broken).
- Any platform, any niche: crime stories, cricket, tech reviews, cozy content, finance, faith, vlogs.

## Intake (the evidence)

- **3–5 top videos**: title, thumbnail (screenshot fine), views/velocity, and if available retention at 0:30.
- **1–3 flops** from the same format — flops are as informative as winners; the formula lives in the *difference*.
- Channel's audience in one sentence, and what viewers do with the content (background listening? active watching? saving?).
- Never derive a formula from one video or from niche stereotypes — real data only. Too few videos? Say so and mark the profile "provisional".

## Extraction Workflow

1. **Line up winners' titles side by side.** Find the shared skeleton: what kind of threat/promise/subject repeats? What resolution do they all point to? Write the pattern as a fill-in: `[recurring setup]... [recurring promise clause]`.
2. **Line up the thumbnails.** What is the focal subject in every winner? What emotion? What's never there?
3. **Name the core promise** in one sentence: what feeling does the viewer come to have? (Crime channel: "I saw the twist coming before the detective." Tech channel: "I avoided an expensive mistake." Fitness channel: "I can restart after falling off.")
4. **Autopsy the flops against it.** Which element of the promise did each flop break — premise, resolution, packaging tone, pacing? The broken element becomes a **"never" rule**.
5. **Set benchmarks from the channel's own winners** (retention at 0:30 / 2:00, typical velocity) — not from industry averages.
6. **Calibrate the levers.** Same six levers, channel-specific volume: how hot should tension run? What kind of conflict does this audience accept? How long should resolutions linger?

## Profile Output Format

Deliver (and save, if the user wants it reused) a profile containing:

| Section | Content |
|---------|---------|
| Core promise | One sentence — the feeling viewers come for |
| The formula | 2–4 numbered rules the winners share |
| Evidence table | Winners + flops with the formula kept/broken |
| Title pattern | Fill-in skeleton from the winners |
| Packaging rules | Thumbnail focal subject, emotion, never-list |
| Kill-zone rule | What the first 30s must show (confirm the click) |
| Benchmarks | Retention/velocity targets from the channel's own data |
| Lever calibration | Tension level, conflict type, resolution length |
| Never-list | Every promise-break found in a flop |

- **Where to save:** the profile is channel-private strategy — save it as a personal skill (`~/.claude/skills/-formula/`) or a private note, **not** in a public repo.
- The profile **overrides generic skills where they conflict** — state this in the profile so future scripting sessions respect it.

## Applying the Profile (every future video)

- Check the premise against the core promise **before** scripting — a formula-breaking premise gets reframed, not polished (a mentor-betrays-student premise on a "mentors you can trust" channel becomes "the red flags that expose a bad mentor").
- Title from the title pattern; thumbnail from the packaging rules; opening frame confirms the thumbnail.
- After publish, run **retention-audit**; feed every new winner/flop back into the profile. The formula is living — two lines of update per video.

## Common Mistakes

| Mistake | Fix |
|---------|-----|
| Formula from niche stereotypes ("crime = shocking") | Extract from THIS channel's winners only |
| Only studying winners | Flops define the never-list — the formula is in the difference |
| One video treated as a pattern | 3+ winners minimum; otherwise mark provisional |
| Formula written once, never updated | Update after every publish via retention-audit |
| Channel profile committed to a public repo | Private skill/note — it's competitive strategy |
| Formula treated as a cage | It constrains *premise and packaging*, not creativity within them |

## Formula Checklist

- [ ] 3+ winners and ≥1 flop examined?
- [ ] Core promise stated in one sentence?
- [ ] Title pattern written as a fill-in skeleton?
- [ ] Every flop mapped to a broken rule (never-list)?
- [ ] Benchmarks taken from the channel's own data?
- [ ] Levers calibrated to the audience's tension tolerance?
- [ ] Profile saved privately for reuse?

## Related

- **retention-audit** — post-publish diagnosis that feeds this profile.
- **titles-and-thumbnails** / **long-form-youtube** / **storytelling-hooks** — the generic craft the profile calibrates.

## Source & license

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

- **Author:** [yaxeen](https://github.com/yaxeen)
- **Source:** [yaxeen/storytelling-skills](https://github.com/yaxeen/storytelling-skills)
- **License:** MIT

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

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-yaxeen-storytelling-skills-channel-formula
- Seller: https://agentstack.voostack.com/s/yaxeen
- Browse the marketplace: https://agentstack.voostack.com/browse

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