Creator Score against the creator's own median. Niche Score against the whole niche. 2.84M TikToks indexed across 38 niches — and every tool below starts from that math, not from vibes.
Every video in the index is graded against two baselines at once. A big account going big is noise; a format outperforming both its creator and its niche is a signal you can copy.
How far a video outperforms the creator's own median. 7.43× means this video did 7.43 times the creator's normal numbers — big account or not.
The same video graded against its whole niche. Separates “big because the account is big” from “big because the format is winning.”
Both scores fire at once — the strongest signal in short-form. One click filters the entire index down to dual-high videos only.
Views, likes, shares and save-rate distilled into plain flags — Loved, High Engagement, Save-worthy, dual-high — so you read the verdict at a glance.
The corpus behind every verdict: 2.84M videos across 38 active niches, each one scored against its creator and its niche, refreshed daily. Search it, filter it, or read the rolled-up reports.
Query by niche, format, hook type, duration or score floor. Every result carries both scores, so sorting by “actually outperforming” is one click.
The top risers in each niche, re-ranked as stats refresh. Free tier sees the top 10; Pro sees 50. Public rollups live in the niche reports.
Niche-scoped rollups of rising sounds and hashtags over a 90-day window — velocity, classification, and how audiences act on them.
Every creator carries a rolling median so scores stay honest. No baseline, no Creator Score — we never fake it with a niche average.
A viral video is a structure wearing a topic. ViralVault breaks the structure out so you can keep the mechanics and swap in your niche.
Hook → demo → payoff, broken down second-by-second — plus the underlying mechanism, the one key element, and the mistake to avoid.
Clustered format families with their shared traits, so you see the pattern across twenty videos instead of guessing from one.
The recurring shapes behind the winners — browsable in the open at /archetypes and /mechanisms.
Turn a winning format into a shoot-ready brief: structure, pacing, hook options, and what to avoid. Pro+Ads adds the ad-performance data.
Analysis that ends in analysis is a hobby. The create loop turns a scored video into something you can shoot this afternoon.
Ready-to-shoot hooks generated from the winning structure across five angles — contrarian, listicle, POV, curiosity, meme. 3 a day free, 100 a day on Pro.
On Pro+Ads, hooks are cross-checked against both organic and ad performance — lines that survive the fyp and the media buy.
Pin specimens to boards as you dig. Pro gets unlimited boards and saves, public board sharing, and CSV export.
Full transcripts on Pro, so you can lift pacing and phrasing — not just the first three seconds.
The scores follow you. Scroll TikTok with the overlay on, pin creators to a watchlist, or let an AI agent query the index directly.
Every TikTok grid gets a dual-score badge as you scroll. Free to install on every plan; the Niche Score is free forever, Pro unlocks the Creator Score on the same badge.
See a creator we haven't indexed? One click scrapes and scores them on demand — 5 Scout credits a month on Pro, 20 on Pro+Ads.
Pin the creators you compete with and get re-scored automatically — 3 slots on Pro, 20 on Pro+Ads with daily frequency and in-app alerts.
A remote MCP server with 20 tools — search formats, pull scorecards, generate hooks — so Claude, Cursor or any MCP client works the index for you. Setup at /for-agents.
The +$10/mo layer for anyone monetising the algo: the same dual-scoring discipline pointed at paid creative.
The ad creative structures that are actually converting, clustered the same way the organic index is.
Hooks pulled from running ads, with the dual-validated flag where organic performance agrees.
How long an ad creative has stayed in rotation — the closest public proxy for “this one is printing.”
Track up to 5 brands' ad activity, and surface organic videos with Spark-amplification potential via the Organic-to-Ad Signal.
The Creator Score grades a video against the creator's own rolling median — 7.43× means 7.43 times their normal numbers. The Niche Score grades the same video against the whole niche. Together they separate a big account being big from a format genuinely winning.
A video whose Creator Score and Niche Score both clear the bar at once. It outperformed the creator's own baseline and the niche baseline — the strongest copy-this signal in short-form. The dual-high filter shows only these.
20 scores a day, the Niche Score on every video, the Creator Score on 5 videos a day, 3 AI hook generations a day, 1 board with 10 saves, the top 10 trending videos per niche, and the Chrome extension with the Niche Score. No card required.
No — it's free to install on every plan, including free. The Niche Score badge is free forever; a Pro license unlocks the Creator Score on the same badge.
Yes. ViralVault ships a remote MCP server with 20 tools — format search, creator scorecards, trending sounds, hook generation and more. Any MCP client (Claude, Cursor, Windsurf) connects with a personal access token from your account.
20 daily scores · the extension · no card. Upgrades are for volume, not for unlocking the truth.