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AI EngineeringPython

CTF AI/ML

by ljagiello

CTF AI/ML is an AI Engineering skill for Claude Code, published by ljagiello in ctf-skills.

3K stars353 forkson ljagiello/ctf-skillsAdded 2026/08/17+1% in starsRepository updated 2026/07/31
agent-skillsclaude-codeclaude-code-skillscodexcodex-clictfctf-challengesctf-toolsgeminigemini-cliopencodesecurity
Install in seconds
Install CTF AI/ML
Copy CTF AI/ML into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/ljagiello/ctf-skills/tree/main/ctf-ai-ml ~/.claude/skills/ctf-ai-ml

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/ljagiello/ctf-skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
ctf-ai-ml/SKILL.md in ljagiello/ctf-skills
Installs to
~/.claude/skills/ctf-ai-ml
Collection
One of 11 skills cataloged from this repository
Category
AI Engineering2451 skills

What CTF AI/ML does

CTF AI/ML provides techniques for attacking machine learning models and LLMs in capture-the-flag challenges, including adversarial examples, model extraction, prompt injection, and jailbreaking.

CTF AI/ML is cataloged under AI Engineering on DirSkills. CTF AI/ML comes from a repository tagged agent-skills, claude-code, claude-code-skills, codex and codex-cli.

Documentation

README

CTF AI/ML

Quick reference for AI/ML CTF challenges. Each technique has a one-liner here; see supporting files for full details.

Prerequisites

Python packages (all platforms):

pip install torch transformers numpy scipy Pillow safetensors scikit-learn

Linux (apt):

apt install python3-dev

macOS (Homebrew):

brew install python@3

Additional Resources

This is the opening of the README. Read the full README on GitHub.

Commands CTF AI/ML provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

  • /ctf-crypto
  • /ctf-reverse
  • /ctf-misc

Frequently asked about CTF AI/ML

  • What else does ljagiello publish alongside CTF AI/ML?

    CTF AI/ML is one of 11 skills that DirSkills catalogs from ljagiello/ctf-skills, the repository it ships in. Its siblings there include CTF Binary Exploitation, CTF Challenge Solver and CTF Cryptography. Each one is a separate skill with its own page in this directory, installs the same way CTF AI/ML does, and is maintained by ljagiello in that same repository. The rest of the collection is listed on the ljagiello/ctf-skills page.

  • How does CTF AI/ML compare to other AI Engineering skills?

    CTF AI/ML ranks #670 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of CTF AI/ML against them. Open each page to compare what they document and how they install.

More from ljagiello/ctf-skills

CTF AI/ML is one of 11 skills cataloged on DirSkills from ljagiello/ctf-skills.

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CTF Challenge Solver

CTF Challenge Solver performs first-pass triage on CTF challenge bundles, files, or services to identify the dominant category and route execution to the right specialized ctf-* skill. Use it when starting a challenge with an unclear category or when you need to determine where to begin.
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CTF Cryptography

CTF Cryptography provides cryptography attack techniques for CTF challenges. Use it for attacking encryption, hashing, signatures, ZKP, PRNG, and mathematical crypto problems involving RSA, AES, ECC, lattices, LWE, and more.
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CTF Forensics

CTF Forensics provides digital forensics and signal analysis techniques for CTF challenges. Use when analyzing disk images, memory dumps, network captures, steganography, and more.
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CTF Malware Analysis

CTF Malware Analysis provides techniques for analyzing malware and network traffic in CTF challenges, including obfuscated scripts, PE/.NET binaries, C2 protocols, and anti-analysis tricks.
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CTF Miscellaneous

CTF Miscellaneous covers miscellaneous CTF techniques for encoding puzzles, pyjails, bash jails, RF/SDR, DNS oddities, unicode tricks, esolangs, QR/audio puzzles, constraint solving, game theory, and hybrid logic puzzles. Use it as a fallback when no specific web, pwn, reverse, forensics, malware, OSINT, or crypto skill applies.
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