offensive-ai-security SKILL.md skillC

offensive-ai-security from snailsploit/claude-red is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add snailsploit/claude-red/offensive-ai-security@git:20260506.70e0c89

Pins git:20260506.70e0c89 in mdr.lock. Pin the fingerprint instead.

Audit grade
C, 12 of 17 checks passed
Kind
SKILL.md skill
Repository
snailsploit/claude-red
Path
Skills/ai/offensive-ai-security/SKILL.md
Versions recorded
1
Latest version
git:20260506.70e0c89, committed May 6, 2026
Size
39,806 bytes
Repository stars
10,442
License
MIT

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# SKILL: AI Pentest

## Metadata
- **Skill Name**: ai-security
- **Folder**: offensive-ai-security
- **Source**: https://github.com/SnailSploit/offensive-checklist/blob/main/ai.md

## Description
AI/LLM security offensive checklist: prompt injection, jailbreaking, model extraction, training data poisoning, adversarial inputs, LLM-assisted attack automation, and AI system reconnaissance. Use when assessing AI/ML systems, red-teaming LLMs, or researching AI attack vectors.

## Trigger Phrases
Use this skill when the conversation involves any of:
`AI security, LLM security, prompt injection, jailbreak, model extraction, training data poisoning, adversarial input, AI red team, ML security, RAG poisoning, AI attack`

## Instructions for Claude

When this skill is active:
1. Load and apply the full methodology below as your operational checklist
2. Follow steps in order unless the user specifies otherwise
3. For each technique, consider applicability to the current target/context
4. Track which checklist items have been completed
5. Suggest next steps based on findings

---

## Full Methodology

# AI Pentest

## Shortcut
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add snailsploit/claude-red/offensive-ai-security@sha256:345b920695dabd22

The line at the top of this page pins the label git:20260506.70e0c89, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_mffad4wl6iqse7up.svg)](https://markdownregistry.com/a/art_mffad4wl6iqse7up)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on May 6, 2026.

versioncommittedcommitsizeaudit
git:20260506.70e0c89 latest2026-05-06 70e0c89 39,806 BC view

Audit of the latest version

C  12 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: Frontmatter block present
  • fail: Frontmatter declares a name
  • fail: Frontmatter declares a description
  • fail: No prompt-injection phrasing (matched: ignore previous instructions)
  • fail: No script tag (matched: <script)
  • pass: Size between 200 bytes and 200 KB (39806 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

snailsploit/claude-red · 10,442 stars · license MIT · pushed 2026-10-12 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_mffad4wl6iqse7up
GET https://markdownregistry.com/api/v1/resolve?ref=snailsploit/claude-red/offensive-ai-security
GET https://markdownregistry.com/api/v1/blob/345b920695dabd22392ee623512df78a8862dd30cde507a02c2d31f9139f2595

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in snailsploit/claude-red

Other files named offensive-ai-security

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