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🦀 ClawHub

Creator Content Scorecard

by @leooooooow

Evaluate creator content for ecommerce or affiliate marketing by scoring key elements and providing clear, prioritized feedback to improve conversion and eng...

Versionv1.0.0
Downloads537
#writing#advertising#legal
TERMINAL
clawhub install creator-content-scorecard

📖 About This Skill

Creator Content Scorecard

Score a creator content draft, published post, or content concept so operators can judge quality, conversion fitness, and what to improve before the next iteration.

Use this skill when a user wants a structured evaluation of creator-led content for ecommerce, affiliate, or TikTok Shop workflows. It is useful for turning subjective reactions like “this feels weak” into a practical scorecard with diagnosis and next steps.

Solves

Content reviews often fail because feedback stays vague:

  • “The hook is weak” but nobody explains why
  • “It feels off-brand” without clear criteria
  • “It may not convert” without identifying the missing proof, offer, or CTA
  • different reviewers focus on different things, so quality is inconsistent

    • Goal: Turn creator content into a score-based review with clear reasons, risks, and highest-impact fixes.

    Use when

  • Reviewing a creator script, draft, raw clip, caption, or published post
  • Comparing multiple content options before approval
  • Auditing why content feels weak even if it looks polished
  • Giving creators actionable feedback instead of taste-based comments
  • Building a repeatable QC process for creator or affiliate content

    • Do not use when

  • The user needs full attribution analysis or media-buying performance modeling
  • There is no real content artifact or summary to evaluate
  • The task is legal/compliance review only

    • Inputs

  • Content asset, transcript, script, caption, or summary
  • Product and offer details
  • Target audience
  • Channel and format
  • Goal of the content (click, sale, add to cart, lead, engagement)
  • Key proof points or claims
  • CTA expectation
  • Known constraints (brand, compliance, creator style)

    • Workflow

    1. Restate what the content is trying to do. 2. Score the content across the most important dimensions. 3. Explain what is helping and hurting performance. 4. Identify the 3 biggest gaps limiting conversion or retention. 5. Recommend concrete revisions in priority order. 6. End with a go / revise / reject recommendation.

    Scoring dimensions

    Use a 1-5 score for each:

  • Hook strength
  • Audience relevance
  • Problem-solution clarity
  • Product demonstration / specificity
  • Proof / credibility
  • Offer clarity
  • CTA strength
  • Native creator feel
  • Conversion readiness

    • Output

    Return: 1. Content summary 2. Score table or bullet score list 3. What is working 4. Biggest gaps 5. Priority fixes 6. Final recommendation: go / revise / reject

    Quality bar

  • Specific to creator commerce and conversion logic
  • Distinguish engagement strength from sales strength
  • Prioritize feedback by likely business impact
  • Avoid fake precision and generic creative-writing notes
  • Make the feedback usable by operators and creators immediately

    • Resource

    See references/output-template.md.