PromptFuzzer-MCP
MCP Server for using Garak LLM vulnerability scanner
EdenYavin
README
MCP Server For Garak LLM Vulnerability Scanner
A lightweight MCP (Model Context Protocol) server for Garak.
Example:
https://github.com/user-attachments/assets/f6095d26-2b79-4ef7-a889-fd6be27bbbda
Features
- List Attacks: List all the attack available on Garak.
- Run Attack: Run the attack on a given model.
Prerequisites
-
Python 3.11 or higher: This project requires Python 3.11 or newer.
# Check your Python version python --version
-
Install uv: A fast Python package installer and resolver.
pip install uv
Or use Homebrew:
brew install uv
-
Optional: Ollama: If you want to run attacks on ollama models be sure that the ollama server is running.
ollama serve
Installation
Clone this repository:
git clone https://github.com/BIGdeadLock/Garak-MCP.git
cd src
Configuration
For Cursor users:
{
"mcpServers": {
"garak-mcp": {
"command": "uv",
"args": ["--directory", "path-to/Garak-MCP", "run", "garak-server"],
"env": {}
}
}
}
Tools Provided
Overview
Name | Description |
---|---|
list_model_types | List all available model types (ollama, openai, huggingface, ggml) |
list_models | List all available models for a given model type |
list_garak_probes | List all available Garak attacks/probes |
get_report | Get the report of the last run |
run_attack | Run an attack with a given model and probe |
Detailed Description
-
list_model_types
- List all available model types that can be used for attacks
- Returns a list of supported model types (ollama, openai, huggingface, ggml)
-
list_models
- List all available models for a given model type
- Input parameters:
model_type
(string, required): The type of model to list (ollama, openai, huggingface, ggml)
- Returns a list of available models for the specified type
-
list_garak_probes
- List all available Garak attacks/probes
- Returns a list of available probes/attacks that can be run
-
get_report
- Get the report of the last run
- Returns the path to the report file
-
run_attack
- Run an attack with the given model and probe
- Input parameters:
model_type
(string, required): The type of model to usemodel_name
(string, required): The name of the model to useprobe_name
(string, required): The name of the attack/probe to use
- Returns a list of vulnerabilities found
Future Steps
- [ ] Add support for Smithery AI: Docker and config
- [ ] Improve Reporting
- [ ] Test and validate OpenAI models (GPT-3.5, GPT-4)
- [ ] Test and validate HuggingFace models
- [ ] Test and validate local GGML models
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