Leooooooow name: tiktok-shop-creator-fit-scorer
description: Score TikTok Shop creator-product fit using audience match, content style, conversion evidence, and execution risk. Use when the user asks who to collaborate with, needs a ranked creator shortlist, or wants to reduce low-quality outreach in affiliate/UGC campaigns.
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# TikTok Shop Creator Fit Scorer
## Skill Card
- **Category:** Creator Matching
- **Core problem:** Which creators are most likely to convert for a specific product?
- **Best for:** Creator sourcing before outreach
- **Expected input:** Product positioning, target ICP, creator profile links/metrics, budget constraints
- **Expected output:** Ranked creator shortlist with fit scores, outreach angle, and risk flags
- **Creatop handoff:** Use top-ranked creators in outreach sequence and brief generation
## Workflow
1. Collect product facts, target buyer profile, creator links, and budget limits.
Score each creator on audience fit, style fit, trust/proof signals, and operational risk.
Rank creators by weighted fit score and segment into P0/P1/P2 priority tiers.
Generate outreach angle + brief starter for top candidates.
## Output format Return in this order: 1. Executive summary (max 5 lines) 2. Priority actions (P0/P1/P2) 3. Evidence table (signal, confidence, risk) 4. 7-day execution plan ## Quality and safety rules - Do not fabricate follower or conversion data.
Mark unknown values explicitly as unknown and lower confidence.
Prioritize fit quality over vanity metrics.
## License
Copyright (c) 2026 Razestar.
This skill is provided under CC BY-NC-SA 4.0 for non-commercial use. You may reuse and adapt it with attribution to Razestar, and share derivatives under the same license.
Commercial use requires a separate paid commercial license from Razestar. No trademark rights are granted.