Outliers first
Start with what already beat the baseline.
Pull creator-focused YouTube context without stitching together raw search, scraping, and strategy prompts yourself.
Pull personal-finance reference channels with strong relative performance signals and summarize repeated packaging patterns.
Free: 20/day and 5/min. Hobby: 100/day. Pro: 200/day.
Start with what already beat the baseline.
Niche Finder, Niche Explorer, Channel Audit, channels, and videos in one layer.
Use REST endpoints or the remote MCP server.
The same tools are available through API calls and MCP tool calls, so you can use the interface that fits your agent stack.
Raw YouTube data is only the first layer. Autonolab is organized around the questions creators and agents actually ask: what worked, why it worked, where the opportunity is, what Niche Explorer channels prove, what Niche Finder recommends, and what the Channel Audit deep research AI agent says to create next.