Signals lens

Vibe Engineers signals

Name: Vibe Engineers signals
Creator: PeerPush
License: https://peerpush.com/terms

How AI assistants, crawlers, and humans are discovering products built for Vibe Engineers on PeerPush. Updated daily.

Browse all Vibe Engineers products

Pricing mix

How Vibe Engineers products are priced. Helps buyers know what to expect.

Free100%

Platform availability

Where Vibe Engineers products are available - Web, Mobile, CLI, MCP, etc.

CLI
100%

Device mix

How Vibe Engineers gets discovered: desktop vs mobile. Last 7 days.

Desktop71.9%
Laptops and desktops
Mobile28.1%
Phones and tablets

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Use cases

Browse the products behind the use cases AI is asked about most.

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Audiences

Browse the products built for the audiences AI surfaces most.

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Platforms

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Frequently asked questions

It shows how AI assistants, crawlers, and humans are discovering products in Vibe Engineers on PeerPush, including rising challengers and which AI engines are most active in this space.

Momentum is measured by week-over-week growth in detail views, clicks, AI agent results, and new product launches for products in Vibe Engineers; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

The Vibe Engineers signals refresh on a rolling schedule, with short windows recomputed every few minutes and longer windows on slower cycles.

Yes. The Vibe Engineers signals are free to view on the public tier, with deeper history and detail available on Pro.

How we count AI traffic

What “AI Surface Area” combines, how we treat redaction, and why we don't show absolute counts until volume crosses a floor.

Vibe Engineers signals

Pricing mix

Platform availability

Device mix