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Dev.to
Dev.to
6/2/2026
We Scanned 100 AI Repos on GitHub. Here's What We Found.

We Scanned 100 AI Repos on GitHub. Here's What We Found.

Short summary

Researchers audited GitHub repos and discovered systematic star manipulation attacks: crypto protocols incentivizing mass-starring, typosquatting targeting drone firmware with 3× visibility of legitimate projects, and bot networks creating instant credibility. GitHub's star metric—the primary trust and discovery signal—has become a quantifiable attack surface with specific temporal fingerprints. Full reproducible methodology and dataset at truststar.co.

  • Crypto airdrops gamed GitHub by offering QUIP points per star, creating 11,300-star repos across 5 languages in 48 hours
  • Typosquats of legitimate drone firmware projects earned 3× more stars through bot attacks, showing up first in search despite zero development
  • Methodology detects artificial inflation via temporal patterns (bot clustering under 5 seconds) with 88%+ accuracy on known legitimate repos

Generated with AI, which can make mistakes.

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