ai_for_the_win — security grade SAFE, quality 64/100

Security audit verdict: SAFE · quality 64/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by depalmar · Agent Tool · ★ 157

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

🔒 Is ai_for_the_win safe to install? View the security audit →

About ai_for_the_win

AI for the Win Build AI-Powered Security Tools | Hands-On Learning -blue.svg) A hands-on training program for security practitioners who want to build AI-powered tools for threat detection, incident response, and security automation. 50+ labs (including 9 intro labs and 12 bridge labs), 4 capstone projects, 18 CTF challenges. Includes sample datasets, solution walkthroughs, and Docker lab environment. Designed for vibe coding with AI assistants like Cursor, Claude Code, and Copilot.

adversarial-mlaiblue-teamcloud-securityctfcybersecuritydfirdockerhands-on-labsincident-response

Quick Facts

Stars157
Forks24
LanguagePython
CategoryAgent Tool
Quality Score64.4713194620029/100
Open Issues9
Last Updated2026-08-01
Created2025-12-15
Platformsdocker, python
Est. Tokens~389k

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Frequently Asked Questions

What is ai_for_the_win?

ai_for_the_win is Build AI-powered security tools. 50+ hands-on labs covering ML, LLMs, RAG, threat detection, DFIR, and red teaming. Includes Colab notebooks, Docker environment, and CTF challenges.. It is categorized as a Agent Tool with 157 GitHub stars.

What programming language is ai_for_the_win written in?

ai_for_the_win is primarily written in Python. It covers topics such as adversarial-ml, ai, blue-team.

How do I install or use ai_for_the_win?

You can find installation instructions and usage details in the ai_for_the_win GitHub repository at github.com/depalmar/ai_for_the_win. The project has 157 stars and 24 forks, indicating an active community.

What are the best alternatives to ai_for_the_win?

The top alternatives to ai_for_the_win on Agent Skills Hub include Wazuh-MCP-Server, allama, zettelforge. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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