Red Team Agent Workflows For Jailbreaks Prompt Injection And Policy Failures With Deepteam

---
name: "Red-team agent workflows for jailbreaks, prompt injection, and policy failures with DeepTeam"
slug: "red-team-agent-workflows-for-jailbreaks-prompt-injection-and-policy-failures-with-deepteam"
description: "Run local adversarial attack passes against agents, RAG pipelines, and chatbots to surface concrete failure classes before production rollout."
github_stars: 1566
verification: "security_reviewed"
source: "https://github.com/confident-ai/deepteam"
author: "Confident AI"
publisher_type: "organization"
category: "Security & Verification"
framework: "Multi-Framework"
tool_ecosystem:
  github_repo: "confident-ai/deepteam"
  github_stars: 1566
---

# Red-team agent workflows for jailbreaks, prompt injection, and policy failures with DeepTeam

Run local adversarial attack passes against agents, RAG pipelines, and chatbots to surface concrete failure classes before production rollout.

## Prerequisites

Python environment, local or configured LLM access for chosen attacks

## Installation

Use the upstream install or setup path that matches your environment:
- pip install -U deepteam

Requirements and caveats from upstream:
- 🔗 Run red teaming from the **CLI** with YAML configs, or programmatically in Python.
- DeepTeam does not require you to define what LLM system you are red teaming — because neither will malicious users. All you need to do is install deepteam, define a model_callback, and you're good to go.
- python

Basic usage or getting-started notes:
- <a href="#-quickstart">Getting Started</a> |
- 📐 50+ ready-to-use [vulnerabilities](https://www.trydeepteam.com/docs/red-teaming-vulnerabilities) (all with explanations) powered by **ANY** LLM of your choice. Each vulnerability uses LLM-as-a-Judge metrics that run...
- ## Red Team Your First LLM

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

## Documentation

- https://github.com/confident-ai/deepteam

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/red-team-agent-workflows-for-jailbreaks-prompt-injection-and-policy-failures-with-deepteam/)