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llm-overreliance-hallucination

100 / 100 · Low risk

Fine to try.

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

Exploit an application's absolute trust in its underlying LLM (Overreliance). Use this skill to induce critical "hallucinations" (confident falsehoods) that cause downstream logical systems or automated agents tracking the LLM's output to make destructive actions or grant unauthorized access.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

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

if [ -e ~/.agents/skills/'llm-overreliance-hallucination' ] || [ -L ~/.agents/skills/'llm-overreliance-hallucination' ]; then echo 'A skill folder named llm-overreliance-hallucination 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 "$d" checkout --quiet '19a54ac988e9929160334271f5c1924ddd9b227e' -- '_modules/llm-overreliance-hallucination' && mkdir -p ~/.agents/skills && cp -R "$d"/'_modules/llm-overreliance-hallucination' ~/.agents/skills/'llm-overreliance-hallucination' && 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/'llm-overreliance-hallucination' ~/.claude/skills/'llm-overreliance-hallucination' (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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