Probe Ai Agents For Dangerous Tool Chains And Execution Side Effects With Ziran

Name: Probe Ai Agents For Dangerous Tool Chains And Execution Side Effects With Ziran
Author: agentskillexchange

ASecurity

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

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Added June 8, 2026

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SKILL.md

---
name: "Probe AI agents for dangerous tool chains and execution side effects with ZIRAN"
slug: "probe-ai-agents-for-dangerous-tool-chains-and-execution-side-effects-with-ziran"
description: "Test agent systems for graph-discovered tool-chain vulnerabilities, silent side effects, and multi-phase trust exploits before deployment."
github_stars: 6
verification: "security_reviewed"
source: "https://github.com/taoq-ai/ziran"
author: "taoq-ai"
publisher_type: "organization"
category: "Security & Verification"
framework: "Multi-Framework"
tool_ecosystem:
  github_repo: "taoq-ai/ziran"
  github_stars: 6
---

# 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/)