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rag-poisoning-and-data-exfiltration

97 / 100 · Low risk

Fine to try.

By alicewe1/alice_skill (GitHub) · coding · 63 stars · scanned at commit 19a54ac

Test Retrieval-Augmented Generation (RAG) systems for data poisoning, prompt injection via retrieved documents, and data exfiltration through manipulated context windows. Use this skill when assessing RAG-based chatbots, knowledge bases, enterprise AI assistants, or any system that augments LLM responses with external document retrieval. Covers document injection, embedding manipulation, knowledge base poisoning, and cross-document inference attacks.

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

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

if [ -e ~/.agents/skills/'rag-poisoning-and-data-exfiltration' ] || [ -L ~/.agents/skills/'rag-poisoning-and-data-exfiltration' ]; then echo 'A skill folder named rag-poisoning-and-data-exfiltration already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/alicewe1/alice_skill' "$d" && git -C "$d" checkout --quiet '19a54ac988e9929160334271f5c1924ddd9b227e' -- '_modules/rag-poisoning-and-data-exfiltration' && mkdir -p ~/.agents/skills && cp -R "$d"/'_modules/rag-poisoning-and-data-exfiltration' ~/.agents/skills/'rag-poisoning-and-data-exfiltration' && 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/'rag-poisoning-and-data-exfiltration' ~/.claude/skills/'rag-poisoning-and-data-exfiltration' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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