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Jev Wrapped

Jev Wrapped

See how much of a Telegram channel is ads and clickbait

64upvotes
Launched September 22, 2026

About Jev Wrapped

Jev Wrapped is an innovative analytics tool designed to analyze the content of public Telegram channels. By simply inputting a channel's name, users receive a detailed report covering the last year of posts. Jev utilizes TypeSafe's decision model to meticulously evaluate up to 1,500 posts, categorizing each into different types, and determining whether they are paid advertisements, clickbait, or designed to evoke fear or anger. The resulting report presents a monthly breakdown of content types and highlights the most influential posts, allowing users to verify the model's assessments directly. Its no-sign-in, open-source approach makes it accessible and transparent for researchers, marketers, and social media analysts interested in understanding the nature of Telegram channel content. This tool stands out for its combination of privacy, automation, and detailed insights into digital content strategies, making it a valuable resource for those seeking to decode the messaging tactics used in Telegram communities.

Screenshots

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Pros

  • Automated analysis of large volumes of Telegram posts
  • Provides transparency with links to top-scoring posts for verification
  • No sign-in required, preserving user privacy
  • Open-source code available for customization and review
  • Monthly breakdown helps identify content trends over time

Cons

  • Limited to public Telegram channels, excluding private groups
  • Analysis capped at 1,500 posts per channel, which may not cover all content
  • Requires manual input of channel name, no API integration for automation

Use Cases

1Analyzing the prevalence of ads and clickbait in Telegram channels
2Researching content strategies of popular Telegram communities
3Monitoring changes in content types over time for marketing insights
4Detecting potentially manipulative or emotionally charged content
5Verifying the authenticity of promotional or sponsored posts
6Academic studies on social media messaging tactics

Pricing

Pricing not verified

Quick Info

Upvotes64
Comments1
Launched9/22/2026

Topics

TelegramAnalyticsArtificial IntelligenceGitHub

Makers

Ivan Gabor

Ivan Gabor

@gaborishko

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