AgentPoison: [NeurIPS 2024] Official implementation for AgentPoison: Red-teaming LLM Agents via Memory or Knowledge Base

by AI-secure · Agent Tool · ★ 250

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How to install AgentPoison

git clone https://github.com/BillChan226/AgentPoison.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 65/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

llm-agentred-teamretrieval-augmented-generation

Quick Facts

Stars250
Forks35
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score65/100
Open Issues3
Last Updated2026-10-23
Created2024-03-22
Platformspython
Est. Tokens~16k

About AgentPoison

AgentPoison: Red-teaming LLM Agents via Memory or Knowledge Base Backdoor Poisoning 🔥🔥 Recent news please check Project page ! This repository provides the official PyTorch implementation of the following paper: [AgentPoison: Red-teaming LLM Agents via Memory or Knowledge Base Backdoor Poisoning]() Zhaorun Chen1, Zhen Xiang2, Chaowei Xiao 3, Dawn Song 4, Bo Li1,2 1University of Chicago,...

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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