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neej4/ScholarScout

Generate ideas for repurposing or reframing an existing project for a completely new use case, audience, or market — inspired by cross-domain applications found in recent papers.

What is ScholarScout?

ScholarScout is a Claude Code agent skill that generate ideas for repurposing or reframing an existing project for a completely new use case, audience, or market — inspired by cross-domain applications found in recent papers.

Works with~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/neej4/ScholarScout/tree/HEAD/skills/DEVELOP/PIVOT

Installed? Explore more Research & Data Analysis skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →

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Documentation

Pivot Development

Mode

Generate ideas for repurposing or reframing an existing project for a completely new use case, audience, or market — inspired by cross-domain applications found in recent papers.

Hard Constraints

  • Pivot must reuse at least 60% of existing codebase/infrastructure
  • New use case must have a clearly different target user than current
  • Must not abandon current users (pivot = new mode/product, not replacement)
  • Must be validatable with <1 week of work (prototype, not full rebuild)
  • Revenue/impact potential must be equal or greater than current use case

Output Format

Each idea must include:

  • Pivot name: "[Project] for [New Audience/Use Case]"
  • Current state: what the project does now and for whom
  • New opportunity: what the same tech could do for a different audience
  • Paper connection: which cross-domain finding reveals this opportunity
  • Reuse map: which existing components transfer directly vs need adaptation
  • Validation plan: how to test demand in <1 week (landing page, waitlist, prototype)
  • Risk: what's the biggest assumption that could be wrong

Pivot Categories

  • Audience shift: same tool, different users (students → professionals, researchers → journalists)
  • Domain shift: same technique, different field (CS papers → medical papers → legal documents)
  • Format shift: same intelligence, different delivery (web app → API → CLI → mobile → browser extension)
  • Monetization shift: same product, different business model (free tool → paid API → enterprise license)
  • Scale shift: same logic, different scope (individual → team → organization → platform)

What Makes a Good Pivot Idea

  • Surprising but obvious in hindsight ("why didn't anyone do this?")
  • Paper shows the technique working in the new domain (proof of concept exists)
  • Existing users wouldn't be confused or alienated
  • New audience is larger or more willing to pay than current
  • Technical risk is low (mostly product/marketing risk)
  • Can coexist with current product as a separate mode or brand

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