swcstudiospace/ai-agency/product-scoring

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Score dropshipping product opportunities on margin, competition, risk, and differentiation.

Install

npx vskill@latest install swcstudiospace/ai-agency/product-scoring

SKILL.md

Product Scoring

When to use

Before recommending any new SKU or scaling an existing one.

Process

  1. Gather evidence with Parallel Search (objective + 2–3 queries) and Extract on top PDPs/reviews.
  2. Estimate: COGS, shipping, sell price, expected CPA, return rate.
  3. Run contribution_margin tool (or equivalent math).
  4. Score each dimension 1–5:
Dimension1 (bad)5 (great)
Contribution margin after ads<10% or negative≥35% at target CPA
Competition intensityDominated by brands with huge creative volumeClear angle / underserved avatar
Shipping risk>25 days unreliable tracking≤12 days reliable
Return / defect riskWearables fit, complex electronicsSimple durable goods
DifferentiationCommodity cloneBundle, brand story, unique proof
SeasonalityExtreme short window onlyEvergreen or multi-peak
  1. Composite: weight CM 30%, competition 20%, shipping 15%, returns 15%, differentiation 15%, seasonality 5%.
  2. Output: GO / TEST / NO-GO with evidence URLs and next experiment.

Hard rules

  • No GO if CM after target ads is negative.
  • No GO on restricted categories without Compliance PASS.
  • Always propose a smallest viable test (budget + creative count + kill criteria).

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

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Works with

Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.

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