fevziegeyurtsevenler/skills-in-the-wild

Skills in the Wild — Open Audit of AI Agent Extensions

from datasets import load_dataset
ds = load_dataset("fevziegeyurtsevenler/skills-in-the-wild")

The first open, reproducible audit of real agent extensions (Skills, MCP, rules files) on GitHub.

Schema

file	rows	columns
manifest.jsonl	3,168	repo, path, sha, surface, html_url
findings.jsonl	—	rule_id, severity, category, evidence
files.jsonl	3,168	n_findings, worst_severity, rule_ids

Related AltaySec resources

• 🕵️ uncloak scanner: https://github.com/fevziegeyurtsevenler/uncloak · live demo
• 📚 Other datasets: detection-rules · glossary · skills-in-the-wild
• 🌐 AltaySec · Açık Kaynak Lab

Citation

@misc{yurtsevenler2026skillsinthewild,
  title  = {An Open Audit of Public AI Agent Extensions},
  author = {Yurtsevenler, Fevzi Ege},
  year   = {2026},
  publisher = {AltaySec / Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/fevziegeyurtsevenler/skills-in-the-wild}}
}

Multilingual-first LLM/agent security research by AltaySec.