Ctf Ai Ml

OrganizationPopular

wgpsec

ctf-ai-ml

CTF AI/ML 攻击技术。当挑战涉及 AI 模型攻击、对抗样本生成、模型提取、Prompt 注入/越狱、LoRA 权重操纵、LLM Token 走私、成员推理攻击、训练数据投毒、神经网络分析时使用。覆盖 FGSM/PGD/C&W 对抗攻击、模型反演、模型权重扰动还原、LLM 工具链劫持、上下文窗口操纵等 AI 安全全链路攻防技术

Overview

Publisher	wgpsec
Repository	`AboutSecurity`
Skill name	`ctf-ai-ml`
Stars	1.7K
Forks	242
Bundled files	3
Links	Skill source Repository

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
3 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by wgpsec on GitHub. Read the source before you install it.

Installation

Install the Ctf Ai Ml AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
Enable the skill in any chat where you want it available.

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/wgpsec/AboutSecurity.git /tmp/AboutSecurity
mkdir -p .claude/skills
cp -r /tmp/AboutSecurity/skills/ctf/ctf-ai-ml .claude/skills/ctf-ai-ml

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Ctf Ai Ml in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Ctf Ai Ml on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Ctf Ai Ml is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

CTF AI/ML Attack Techniques

When to Use

Challenge involves ML model files (.pt, .pth, .safetensors, .onnx, .h5)
Target is an AI chatbot, LLM-based application, or ML classifier
Need to craft adversarial examples to fool image/text classifiers
Challenge provides model weights for analysis or manipulation
AI/ML platform security testing (model extraction, membership inference)

Quick Start

bash
pip install torch transformers numpy scipy Pillow safetensors scikit-learn
file model.*
python3 -c "import torch; m=torch.load('model.pt'); print(type(m), m.keys() if hasattr(m,'keys') else '')"

Decision Tree

Model weight file (.pt/.safetensors) → model-attacks.md
- Weight perturbation negation, model inversion, LoRA merging, encoder collision
Image classifier to fool → adversarial-ml.md
- FGSM, PGD, C&W attacks, adversarial patches, evasion, data poisoning
LLM/chatbot target → llm-attacks.md
- Prompt injection, jailbreaking, token smuggling, tool use exploitation
Pure math/crypto inside ML → Switch to ctf-crypto
Compiled model binary → Switch to ctf-reverse
Python jail wrapped in chatbot → Switch to ctf-misc

Pivot Signals

If challenge is pure cryptography/number theory with no ML → /ctf-crypto
If reverse engineering compiled inference binary → /ctf-reverse
If Python sandbox escape inside chatbot wrapper → /ctf-misc
If web app with AI features (prompt injection via web) → /ai-security/prompt-injection

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Ctf Ai Ml AI skill do?

Why use Ctf Ai Ml on TypingMind?

Because you install it once and use it with any model. Ctf Ai Ml is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Ctf Ai Ml in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/wgpsec/AboutSecurity/tree/master/skills/ctf/ctf-ai-ml. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Ctf Ai Ml?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Ctf Ai Ml?

As many as you like. As long as a model supports skills, you can use Ctf Ai Ml with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Ctf Ai Ml AI skill free?

It is published on GitHub by wgpsec. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

CTF AI/ML Attack Techniques

When to Use

Quick Start

Decision Tree

Pivot Signals

Bundled files

Frequently asked questions

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