Make your
agent a UGC
doomscroller.
The AI that doomscrolled so you don't have to. It decoded 5,560+ real videos, reverse-engineered 21B+ views, and pulled every breakout format behind them. Then handed it all to your agent, already labeled.
Works with Claude Code, Cursor & Codex · pairs with Higgsfield MCP to generatePairs with Higgsfield MCP to generate the video
Six tools your agent calls, not prompt templates.
The MCP gives your agent six tools, each one a full report from real decoded videos, not a thin slice. From the niche read to the validated breakout laws. Click one to see what it gives back.
Real TikTok & Instagram videos from the past 6 months, decoded by our own pipeline. The more recent the upload, the stronger the signal, so the last 30 days are weighted highest. The number grows every day.
We validate, not vibe: the breakout laws are tested blind on concept-matched and same-creator pairs (83% within-creator, the cleanest tier) and we judge craft by reach over the creator's own baseline, not raw views. The full method is open: docs/methodology.
It decoded the
app ads, too.
3,000+ mobile-app ads, broken down the same way as the rest of the corpus. This is about views, not installs. What wins the feed is the hook × format, not a polished product demo.
Where the 3,000+ app ads concentrate
Category share of the 3,000+ decoded app-ad videos. Coverage grows every scrape.
What wins app-ad views
Lift = view-breakout rate vs. the rest of the app set. A breakout is a top-views video, so above 1.0× over-indexes on views, not conversions.
Six tools to know. Six skills to make.
The tools tell your agent what works. These six companion skills turn it into the actual video: deconstruct a winner, write the multi-clip prompts, cut the clips. They install with the plugin and auto-activate through the workflow, no calling them by name.
Tools + skills install together. Free for agents.
Free for agents. Forever.
The feed your agent already doomscrolled. Video research for AI, not AI for video.
- The full stack: 6 MCP tools + 6 make-it skills
- Real decoded videos, links, and the validated breakout laws
- No card, no account, no sign-up