ljagiello/ctf-skills · ctf-ai-ml/SKILL.md

ctf-ai-ml skillB

ctf-ai-ml is agent-read markdown (skill) from ljagiello/ctf-skills: Provides AI and machine learning techniques for CTF challenges. Use when attacking ML models, crafting adversarial examples, performing model extraction, prompt injection, membership inference, training data poisoning, fine-tuning manipulation, neural network analysis, LoRA adapter exploitation, LLM jailbreaking, or solving AI-related puzzles..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add ljagiello/ctf-skills/ctf-ai-ml@git:20260328.ac4dfd9
Exact content
mdr add ljagiello/ctf-skills/ctf-ai-ml@sha256:83fc0f06fa4fa146

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6wbfnk2chwkzg27d.svg)](https://markdownregistry.com/a/art_6wbfnk2chwkzg27d)

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Versions

versioncommittedcommitsizeaudit
git:20260328.ac4dfd9 latest2026-03-28 ac4dfd9 7,062 BB view · diff
git:20260328.8d978f12026-03-28 8d978f1 6,997 BB view

Audit of the latest version

B  16 of 17 checks passed. Deterministic, no model, same answer every run.
  • fail: No prompt-injection phrasing (matched: Ignore previous instructions)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7062 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
  • pass: No script tag

Source

GitHub

ljagiello/ctf-skills · 3,307 stars · license MIT · pushed 2026-09-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6wbfnk2chwkzg27d
GET https://markdownregistry.com/api/v1/resolve?ref=ljagiello/ctf-skills/ctf-ai-ml
GET https://markdownregistry.com/api/v1/blob/83fc0f06fa4fa146a40b95eab82e95100f8341f33e9c77eeda003dd6d5b700e8

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.