Find your next reference
Search confirmed outliers by topic, format and channel size. Focus on videos that stand out against their channel’s baseline.
Model Context Protocol
Connect your AI client to Viraldi’s YouTube outlier catalog. Ask it to find videos, compare metrics and read available transcripts through MCP.
https://viraldi.xyz/mcpBrowser sign-in · Read-only research toolsFree during beta. A Viraldi account is required.
Search confirmed outliers by topic, format and channel size. Focus on videos that stand out against their channel’s baseline.
Bring video metrics and available growth observations into the conversation. Compare examples before choosing a direction.
Use available transcripts to compare opening words and language patterns. Keep the source videos close to your research.
Add Viraldi to a compatible AI client, sign in and approve the connection. Review the requested permissions before connecting and revoke access from your account whenever you need to.
A Viraldi account and an AI client that supports remote MCP connections with browser sign-in. The connection guide walks through setup in your client. Access is free during beta; no payment card is required.
Search covers the current confirmed outlier catalog. Detailed analytics cover eligible recent Shorts. Transcripts and historical measurements are available for some videos; missing evidence is shown as unavailable.
Viraldi provides observed metrics and transcript evidence to help you compare videos. These observations do not measure audience retention or prove what caused performance. Read about the data.