Signals lens

Vibe coding signals

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

How AI assistants, crawlers, and humans are discovering products built for the Vibe coding use case on PeerPush. Updated daily.

Browse all Vibe coding products

Search demand

How often on-site searches surfaced Vibe coding products in the top results.

5+ people's searches surfaced Vibe coding products this week

New-entrant attention

How much discovery attention fresh launches are winning in Vibe coding. Last 7 days.

19.6% of Vibe coding discovery attention goes to newcomers

Fresh launches make up 12.5% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what Vibe coding products challenge. Last 7 days.

Light

A trickle of alternative-shopping demand flows toward what this space challenges.

Pricing mix

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

Freemium42.9%
Subscription42.9%
Free14.3%

Platform availability

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

Market concentration

How concentrated discovery attention is across Vibe coding products. Last 7 days.

82 / 100

consolidated

FragmentedConsolidated

Vibe coding is consolidated - a few products command most of the attention.

Herfindahl index: 2,884.1 / 10,000

AI engines discovering Vibe coding

Top 5

The AI engines most active on Vibe coding products, led by ChatGPT. Last 7 days.

ChatGPT
69% share
Meta AI
15.9% share
Perplexity
5.6% share
ByteDance
4.8% share
Claude
4.8% share

Device mix

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

Desktop88.6%
Laptops and desktops
Mobile11.4%
Phones and tablets

Rising categories

Top 1

The categories gaining AI attention among Vibe coding products this week.

AI
15.8% of 7-day AI traffic+63%

Explore the whole marketEvery category, audience, platform, and AI engine on one page.

Explore the catalog by lens

Jump into the catalog by what products do, who they serve, and where they run.

Use cases

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

Browse all use cases

Audiences

Browse the products built for the audiences AI surfaces most.

Browse all audiences

Platforms

Browse products by where they run: web, mobile, CLI, MCP.

Frequently asked questions

It shows how AI assistants, crawlers, and humans are discovering products in Vibe coding 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 coding; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The Vibe coding 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.