See who's winning
your niche on TikTok.
Real accounts, real numbers, videos watched frame by frame — from one question in Claude. New winners every run.
Runs with the Claude you already have · included in every paid plan

One question on skincare apps read
15 winning accounts across 8 apps, 30 hooks read frame by frame, and a content plan at the end. Twenty minutes, one sentence.
Not a list of links. The playbook.
Every screen below is the real Skincare apps run, untouched.

Your content plan
The hook families behind the hits, with the blanks left open — and the proof video sitting next to each one so you watch it work before you copy it.

The creative board
The hook isn't a text field — it's burned into the first frame. Claude reads it from the video and pins it under each cover, next to the caption TikTok actually returns.

What the audience says
1,761 comments under the winners, sorted into objections, questions, requests and praise. The gap nobody's filming for is sitting right there.

Winning accounts, measured
Followers, average views, views per follower, hit rate, posting cadence — and why each one won, in one line. A 199-follower account pulling 31k a post is not a vibe.
We asked it one question.
“do a deep research on skincare apps.” Twenty minutes later, these came back — with receipts.
The format
A 5-second selfie video, one line of text over a trend sound. The app never appears on screen — it lives in the bio and the caption.
The system
Every winning app runs a squad of 3–5 tiny accounts recycling the same 3–4 scripts, posting 10+ times a week each.
The strategy
Nobody there is trying to make a viral video. They're printing attempts until one hits 1.8M.
One command to connect.
One sentence to run.
Connect Claude
Copy one command from your dashboard into Claude Code. That's the whole setup: Discover shows up as tools your Claude can use.
npm i -g @dropugc/discover sli setup && sli link <token>
Ask in plain English
“do a deep research on budgeting apps.” Your niche, one sentence. No filters to configure, no dashboard to learn.
Claude does the legwork
It searches with varied phrasings, probes candidates cheaply, spends real measuring time only on accounts that earn it — then downloads the winners' posts and watches them.
Read the playbook
Ranked accounts, their top posts, the patterns that repeat and Claude's notes land in your DropUGC dashboard — sortable by momentum, hit rate, or closeness to your winners.
A research analyst, not a scraper.
Scrapers hand you a spreadsheet of links. Discover hands you the answer: who wins, why they win, and what to do about it.
Finds who's actually winning
It searches your niche a dozen different ways, probes every account it meets, and keeps only the ones with receipts: real views on real posts, right now.
Watches the videosvideo vision
Metadata lies; the video doesn't. Claude downloads the winning posts and reads them frame by frame — the hook on screen, the setting, the format. Image vision, but for video.
Measures like an analyst
Followers, average views, hits vs flops, posting cadence. It flags the accounts punching above their weight — the 160-follower creator no leaderboard would ever surface.
Extracts the playbook
The scripts that repeat, the sounds they ride, the formats behind the winners. Not a list of links — the pattern that explains them, written up in plain English.
Learns your niche
Every run sharpens a per-niche memory: verdicts remembered, dead queries retired, judgment calibrated. Run two is smarter than run one.
Yours, on your machine
It drives your own Chrome with your own session, so it sees what a real user sees — and your research never feeds anyone else's shared index.
Four ways founders use it.
Slash-commands ship with Discover — or just ask in your own words.
/discover-niche“find winning video accounts in my gym app niche and explain the format”/find-rising“which accounts in my niche are on the rise right now?”/reverse-engineer“download @account's top 3 posts and break down the hook”/content-plan“build my 30-day content plan from the formats you found”Questions, answered.
Do I need Claude Code?
You need Claude — the setup is built for Claude Code, and any MCP-compatible client works too. Connecting takes one command from your dashboard, and Discover runs with the Claude subscription you already have.
Which plans include it?
Every paid plan — Starter, Pro and Agency. There's nothing extra to buy: connect Claude and start asking.
Does it only work for skincare apps?
Any niche. You describe your objective in plain English — budgeting apps, gym apps, language learning, anything — and Claude shapes the searches, the probes and the verdicts around it.
What does “it watches the videos” mean?
Discover downloads the winning posts and Claude reads the actual frames: the hook text on screen, the setting, the format. That's how it caught that skincare apps never show the app in the video — metadata can't tell you that, watching can.
Why does it run on my machine?
Discover drives your own Chrome with your own TikTok session, so it sees the real thing — and the research stays yours. Your findings live in your dashboard, not in a shared database your competitors can buy.
How long does a run take?
Minutes. It browses like a careful human, not a bot storm — a typical run comes back in about 10–20 minutes with measured winners, downloaded posts and the pattern write-up.
Your niche has a playbook.
Read it first.
Connect Claude tonight, ask one question, and know exactly what's working before your competitors do.
From $14/mo · included in every paid plan · cancel anytime