# Probe AI agents for dangerous tool chains and execution side effects with ZIRAN

> Test agent systems for graph-discovered tool-chain vulnerabilities, silent side effects, and multi-phase trust exploits before deployment.

- Skill: `agentskillexchange/probe-ai-agents-for-dangerous-tool-chains-and-execution-side` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/probe-ai-agents-for-dangerous-tool-chains-and-execution-side`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/probe-ai-agents-for-dangerous-tool-chains-and-execution-side/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/probe-ai-agents-for-dangerous-tool-chains-and-execution-side

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# Probe AI agents for dangerous tool chains and execution side effects with ZIRAN

Test agent systems for graph-discovered tool-chain vulnerabilities, silent side effects, and multi-phase trust exploits before deployment.

## Prerequisites

AI agent system or test target, supported adapter or protocol path such as MCP or A2A, Python environment, security test configuration

## Installation

Use the upstream install or setup path that matches your environment:
- pip install ziran[ui]
- docker compose up

Requirements and caveats from upstream:
- [![Python 3.11+](https://img.shields.io/badge/python-3.11%2B-blue.svg)](https://www.python.org/downloads/)
- Or with Docker:
- image: python:3.12-slim

Basic usage or getting-started notes:
- <a href="#quick-start"><b>Quick Start</b></a> &nbsp;·&nbsp;
- <img src="docs/assets/adaptive-light.svg" alt="A live knowledge graph grows phase by phase: Reconnaissance discovers 3 capabilities, Capability Map adds 3 tools, Vulnerability Discovery surfaces a critical read_file→h...
- ![New Run](docs/assets/ui-new-run.png)

- Source: https://github.com/taoq-ai/ziran
- Extracted from upstream docs: https://raw.githubusercontent.com/taoq-ai/ziran/HEAD/README.md

## Documentation

- https://github.com/taoq-ai/ziran#readme

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/probe-ai-agents-for-dangerous-tool-chains-and-execution-side-effects-with-ziran/)