---
title: "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."
verification: "listed"
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

Choose whichever fits your setup:

1. Copy this skill folder into your local skills directory.
2. Clone the repo and symlink or copy the skill into your agent workspace.
3. Add the repo as a git submodule if you manage shared skills centrally.
4. Install it through your internal provisioning or packaging workflow.
5. Download the folder directly from GitHub and place it in your skills collection.

Install command or upstream instructions:

```
Install ZIRAN with the upstream quick-start path, point it at the target agent system or supported protocol endpoint, then run its documented scan and campaign workflows to surface tool-chain and side-effect findings before rollout.
```

## 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/)