ai_for_the_win: Build AI-powered security tools

by depalmar · Agent Tool · ★ 162

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

How to install ai_for_the_win

git clone https://github.com/depalmar/ai_for_the_win.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 64/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

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

Quick Facts

Stars162
Forks25
LanguagePython
CategoryAgent Tool
Quality Score64/100
Open Issues9
Last Updated2026-09-25
Created2025-12-15
Platformsdocker, python
Est. Tokens~21k

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.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. 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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