Outliers, not just 'popular'
A million views on a 10M-subscriber channel is Tuesday. The outlier score (views ÷ channel median) finds formats that overperformed their channel — the ones a smaller channel can actually replicate.
"What's working in my niche right now?" — answered with data
Claude runs a real multi-platform scout: live YouTube search demand, then the outliers — videos doing 5×, 10×, 20× their channel's median views. You get a ranked opportunity report with the hook patterns and a concrete angle for your version of each.
You type
What's blowing up in home-gym fitness right now? Give me the top 3 angles.
…and Claude drives the whole pipeline below on your machine.
Why this beats a blank script box
Four platforms, one sweep
YouTube, TikTok, Douyin and Reddit scouted in parallel — including the platforms where trends surface days before they hit your feed.
Research that compounds
Findings can be pinned as per-niche strategy notes inside ViralMint, so next week's session starts from this week's evidence instead of from zero.
How Claude scouts a niche for breakouts
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Validate demand first
Live YouTube Search Suggest shows what real users are typing for the niche — confirming demand and surfacing the exact phrasings before any scouting.
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Surface the true outliers
find_breakouts scouts YouTube, TikTok, Douyin and Reddit, then filters to videos doing ≥5× their own channel's median views — the signal that separates a breakout format from a big channel being big.
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Read the winners closely
For the top 1-2, analyze_competitor pulls the video, transcribes it locally with Whisper and extracts the hook, structure and tone — so the report explains WHY it works.
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Deliver a ranked report — and remember it
Top opportunities ranked by outlier multiple × recency, each with numbers and a 'your version' angle. Claude can pin the findings as a niche strategy note so future sessions build on today's research.
MCP tools it calls:
get_search_demandfind_breakoutsscout_trendinganalyze_competitorpin_strategy_note Connect it in 4 steps
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Install ViralMint
Download the free, open-source desktop app (macOS / Windows / Linux) and open it. It bundles the whole pipeline — yt-dlp, Whisper, FFmpeg — and the MCP server.
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Open the in-app MCP page
It shows your loopback endpoint and a bearer token, with a ready-to-paste Claude Code command and a JSON config snippet for Cursor / Claude Desktop.
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Add the server to your agent
Paste the command. Your client loads ViralMint's tools, the built-in workflow recipes (this skill is one) and read-only resources like your balance and recent videos.
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Ask for the outcome
Type the prompt above. Claude runs the recipe end-to-end against the local app and hands you the finished mp4 — no clicking through the UI.
ViralMint skills vs typical agent video tools
| What matters | Typical paid agent tools | ViralMint |
|---|---|---|
| Agent tools / skills | Behind a paid tier | Free & open-source (AGPL) |
| Where it runs | Their cloud | Your machine (loopback MCP) |
| Your footage & data | Uploaded to their servers | Stays local — only AI calls leave |
| Pricing | Monthly subscription | Prepaid, pay-per-render at ~cost |
| Output watermark | On free tiers | Never |
| Script quality | Prompt → generic script | Grounded in real breakouts + your data |
highlighted column = clearer fit.
FAQ
Frequently asked
What counts as an outlier?
A video doing a multiple of its own channel's median views: 3× is an outlier, 5× strong, 10× breakout, 20× monster. The default report threshold is 5× — loosened automatically if a narrow niche returns nothing.
Is scouting free?
Yes — the scout and the search-demand read are free. Deep-reading a winner (download + local Whisper transcript + hook extraction) is cheap and Claude confirms before analyzing more than a couple.
How is this different from the Channel Audit skill?
Trend Scout looks outward at a niche; Channel Audit looks inward at your own uploads. They pair well: scout the niche, then audit your channel to see which winning format fits you.
Can it go straight from research to a video?
Yes — pick an angle from the report and the Topic → Viral Short skill takes it from there, with the script grounded in the same scouted evidence.
Make {skill.name.toLowerCase()} from a chat
Install the free ViralMint desktop app, connect it to Claude Code or Cursor, and run this skill — no subscription, no watermark, your footage never leaves your machine.