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Jev Wrapped

See how much of a Telegram channel is ads and clickbait

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Paste the name of a public Telegram channel and get a card for its last year. Jev, TypeSafe's decision model, reads up to 1,500 posts one by one and answers four questions about each: which of ten kinds of post it is, whether it is a paid ad, whether it uses clickbait, whether it pushes on fear or anger. The card shows the mix month by month and links the posts that scored highest, so you can check the model yourself. No sign-in, no Telegram account. Open source.

PH · launched Sep 22, 2026 · 64 upvotes (top 3%) · 0 views

Niche: brand monitoring and management software · 52 launches, 2 in the last 7 days ▼ -75% · Explore this niche →

Category and tags
  • Media & entertainment
  • Analytics & BI
  • B2C
  • AI feature
  • Commercial product
  • Telegram
  • Analytics
  • Artificial Intelligence
  • GitHub

Visit website ↗ Source listing ↗

More like this: all 52 launches in brand monitoring and management software →

Could you build this?

Yes A developer can vibe-code this using the Telegram MTProto/Bot API to fetch public channel message histories and batch-prompt an LLM to categorize the posts and compute aggregate statistics.

Competitors

Other products that read as similar to this one : 232 launches clear the similarity bar, closest 8 shown.

Attention rank: #18 of 233 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 314 days after the earliest competitor.

  • PAYchat · ph · 2026-11-12 · 1 upvotes · similarity 0.53
  • jev-use · github · 2026-09-19 · 24 upvotes · similarity 0.49
  • JevGPT · ph · 2026-10-01 · 78 upvotes · similarity 0.48
  • Jev Pricing · ph · 2026-09-26 · 1 upvotes · similarity 0.47
  • Made with Jev · ph · 2026-09-19 · 10 upvotes · similarity 0.46
  • Jev by Typesafe · ph · 2026-09-18 · 10 upvotes · similarity 0.46
  • typesafe-adblock · github · 2026-09-17 · 65 upvotes · similarity 0.46
  • TGScope Map · ph · 2026-10-22 · 2 upvotes · similarity 0.44

Related data

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.