← All skills

ml-model-extraction

77 / 100 · Review before installing

Check before installing. Some of what it can do is expected: a coding skill usually runs build and test commands.

By BitterSecurity/Decepticon (GitHub) · coding · 6,581 stars · scanned at commit bdb1016

Extract a functional clone of a black-box ML model via prediction API queries, and infer whether specific records were in the training set (membership inference).

Works with any agent that supports SKILL.md skills.

What this skill can do

Safer alternatives

Low-risk skills in the same category (coding) that look related. Check that one does what you need.

• 80 Low riskdetecting-model-extraction-attacksadriannoes/awesome-agentic-ai · 99 stars
• 100 Low riskai-model-privacy-auditonfire7777/universal-ai-skills-library · 17 stars
• 80 Low riskesm-protein-language-modeljaechang-hits/SciAgent-Skills · 388 stars

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'ml-model-extraction' ] || [ -L ~/.agents/skills/'ml-model-extraction' ]; then echo 'A skill folder named ml-model-extraction already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/BitterSecurity/Decepticon' "$d" && git -C "$d" checkout --quiet 'bdb1016c93ed687f61ac57481da298c25a47c8f5' -- 'packages/decepticon/decepticon/skills/standard/analyst/ml-model-extraction' && mkdir -p ~/.agents/skills && cp -R "$d"/'packages/decepticon/decepticon/skills/standard/analyst/ml-model-extraction' ~/.agents/skills/'ml-model-extraction' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'ml-model-extraction' ~/.claude/skills/'ml-model-extraction' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for BitterSecurity/Decepticon shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/BitterSecurity/Decepticon.svg)](https://zalavijaysinh.github.io/skilltrust/repos/BitterSecurity/Decepticon/)

Score history