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Developer tool detects 100% bot engagement on GitHub repos

A developer has created a tool called phantomstars to detect fake engagement on GitHub, finding that some repositories have 100% bot-generated stars. The tool analyzes account age, profile completeness, and activity patterns to identify coordinated campaigns, flagging suspicious activity to repository maintainers. This project is part of broader research into the distribution of low-quality AI tools and the impact of manufactured credibility on developer decision-making. AI

Summary written by gemini-2.5-flash-lite from 1 source. How we write summaries →

IMPACT Highlights the need for better signal integrity in developer tools and platforms, especially for AI-related projects.

RANK_REASON A developer created and released a new tool to address a specific problem.

Read on r/cursor →

Developer tool detects 100% bot engagement on GitHub repos

COVERAGE [1]

  1. r/cursor TIER_2 · /u/SyntaxOfTheDamned ·

    GitHub has a serious fake engagement problem and I wanted to see how visible it actually is through the public API, its worse than I thought after I went down that rabbit hole...

    <table> <tr><td> <a href="https://www.reddit.com/r/cursor/comments/1tg2g4i/github_has_a_serious_fake_engagement_problem_and/"> <img alt="GitHub has a serious fake engagement problem and I wanted to see how visible it actually is through the public API, its worse than I thought af…