find-viral-content — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited find-viral-content (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Find and analyze viral TikTok posts. Filter by category, country, view counts, virality score, date range, music/sound, and opening hooks.
MCP Endpoint: https://mcp.topyappers.com Transport: HTTP Auth: Bearer token in the Authorization header
Get an API key at topyappers.com/profile.
claude mcp add --transport http topyappers https://mcp.topyappers.com \
--header "Authorization: Bearer YOUR_API_KEY"{
"mcpServers": {
"topyappers": {
"type": "http",
"url": "https://mcp.topyappers.com",
"headers": {
"Authorization": "Bearer YOUR_API_KEY"
}
}
}
}Tool: search_viral_content Cost: 1 credit per returned result
All parameters are optional. Combine multiple filters for targeted results.
| Parameter | Type | Description | Example |
|---|---|---|---|
categories | string[] | Content categories | ["Fitness", "Food"] |
countries | string[] | Full country names | ["United States", "France"] |
viewsMin | integer | Minimum views | 100000 |
viewsMax | integer | Maximum views | 10000000 |
viralityScoreMin | number | Minimum virality score (0–1) | 0.5 |
viralityScoreMax | number | Maximum virality score (0–1) | 1.0 |
followersMin | integer | Minimum creator followers | 1000 |
followersMax | integer | Maximum creator followers | 1000000 |
dateCreatedFrom | string | Posts on or after (YYYY-MM-DD) | "2026-01-01" |
dateCreatedTo | string | Posts on or before (YYYY-MM-DD) | "2026-03-23" |
musicTitle | string | Music/sound title (partial match) | "original sound" |
hook | string | Video opening hook text (partial match) | "wait for it" |
page | integer | Page number (default: 1) | 1 |
pageSize | integer | Results per page (default: 12, max: 100) | 12 |
The virality score is views ÷ followers, normalized to 0–1. It measures how well content performed relative to the creator's audience size.
| Score Range | Meaning |
|---|---|
| 0.0 – 0.2 | Normal performance |
| 0.2 – 0.5 | Above average — good engagement |
| 0.5 – 0.8 | Highly viral — significant reach beyond followers |
| 0.8 – 1.0 | Extremely viral — massive breakout content |
Key insight: A video with 1M views from a creator with 10K followers (score ~1.0) is far more impressive than 1M views from someone with 10M followers (score ~0.1). The score captures true virality, not just raw view counts.
Recommended thresholds:
viralityScoreMin: 0.3 — quality viral contentviralityScoreMin: 0.5 — highly viral onlyviralityScoreMin: 0.7 — extreme breakout contentEach result includes:
id — post identifiervideoUrl, thumbnailUrl — media URLscaption — post caption/descriptionviews, likes, comments, shares — engagement metricsviralityScore — virality score (0–1)followers — creator's follower countcategory — content categorycountry — origin countrymusicTitle — sound/music usedcreatorUsername — creator handlehook — opening hook textcreatedAt — post creation timestamp"United States", NOT codes like "US"pageSize when exploring. Default is 12, max is 100"Beauty & Personal Care", "Crafts & DIY"search_viral_content with:
categories: ["Fitness"]
countries: ["United States"]
viralityScoreMin: 0.5
pageSize: 10search_viral_content with:
musicTitle: "original sound"
viewsMin: 500000
pageSize: 20search_viral_content with:
followersMax: 50000
viralityScoreMin: 0.7
viewsMin: 100000
pageSize: 10search_viral_content with:
hook: "wait for it"
viralityScoreMin: 0.3
pageSize: 12search_viral_content with:
countries: ["United Kingdom"]
dateCreatedFrom: "2026-01-01"
viewsMin: 100000
pageSize: 15categories: ["Beauty & Personal Care"], viralityScoreMin: 0.5countries: ["United States"], viralityScoreMin: 0.5countries: ["United Kingdom"], viralityScoreMin: 0.5Arts, Automotive, Beauty & Personal Care, Books & Literature, Business, Finance, Career & Jobs, Collectibles & Hobbies, Community, Ecommerce, Crafts & DIY, Culture, Education, Technology, Entertainment, Environment, Family, Parenting, Fashion, Film, Fitness, Health, Food, Gaming, Gardening & Agriculture, History, Home, Humor, Law, Government, Lifestyle, Marketing, Mental Health, Music, News & Media, Outdoors, Nature, Pets, Animals, Philosophy, Spirituality, Photography, Videography, Politics, Relationships, Religion, Science, Self-Improvement, Shopping, Social Media, Social Issues & Activism, Sports, Travel, Vehicles & Transportation, Virtual Reality, Weapons & Defense, Writing, Kids
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.