Advent Prompt Pwn vs garak
Advent Prompt Pwn
adventcybersecurity.comgarak
garak.aiSide by side
| Figure | Advent Prompt Pwn | garak |
|---|---|---|
| Price from | — | Free |
| Free plan | — | Yes |
| Free trial | — | — |
| Open source | — | — |
| Windows | Yes | Yes |
| macOS | Yes | Yes |
| Linux | Yes | Yes |
| API | Yes | — |
| Self-hosted | — | Yes |
| Plans published | 0 | 1 |
| Spec score · AI Red Teaming Tools | 8.0 (#6) | 7.9 (#9) |
| Integrations | Targets include custom HTTP JSON APIs, OpenAI-compatible APIs, Ollama, Python callbacks, and preview adapters for OpenAI, Azure OpenAI, Anthropic, and Gemini. | The project lists support for OpenAI, Hugging Face, Cohere, Replicate, AWS Bedrock, LiteLLM, REST-accessible models, and custom Python integrations. |
| Purpose | Advent Prompt Pwn is a typed Python toolkit for authorized adversarial testing of language models and AI applications. | garak is an LLM vulnerability scanner that probes language models and systems using them for security weaknesses. |
| Reports | Supported report formats are JSON, JSONL, Markdown, HTML, JUnit, and SARIF. | garak produces screen output, a detailed report log, a hit log, and a debug log. |
Plans
In their own words
Advent Prompt Pwn
Advent Prompt Pwn has no write-up on Specifiction yet; its figures are above.
garak
garak is a command-line scanner for probing language models and systems that use them for security weaknesses. Its checks cover issues such as hallucination, data leakage, prompt injection, misinformation, toxicity generation, and jailbreaks. Probes try to elicit failures, while detectors inspect responses for patterns such as unsafe content or a failure to refuse. A standard scan can run without supervision and produce a report, with scan settings available for customization. Integrations include OpenAI, Hugging Face, Cohere, Replicate, AWS Bedrock, LiteLLM, REST-accessible models, and custom Python integrations. Hugging Face models can run locally or be accessed through an inference API or private endpoint. Output includes screen results, a detailed report log, a hit log, and a debug log. garak assesses text output only. It is developed in Linux and OSX and can be installed with pip or from source; listed platforms include Linux, macOS, Windows, and self-hosted use. It is free, with a free plan and no free trial. Listed capabilities include custom metrics, LLM-as-a-judge, and safety evaluations.