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PRIscope: PR Inspector for Security Concerns and Open-source Protection

PRIscope is a Python-based tool designed to analyze the history of code changes in open-source repositories primarily to address sowtware supply chain risks. It helps identify potential security risks or malicious code modifications by examining merged pull requests using an AI-powered code analysis.

example

Features

  • Fetches and analyzes the most recent merged pull requests from a specified GitHub repository.
  • Utilizes Ollama, a local AI model server, for intelligent code analysis.
  • Provides a concise summary of potential security risks for each analyzed pull request.
  • Generates an optional JSON report with detailed findings.
  • Can be run as a standalone Python script or within a Docker container.

Prerequisites

  • Python 3.9 or higher
  • Ollama installed and running locally via ollama serve
  • The mistral-small model loaded in Ollama (recommended for its code analysis capabilities)
  • Docker (optional, for containerized usage)

Installation

  1. Clone the repository:

    git clone https://github.com/yourusername/priscope.git
    cd priscope
    
  2. Install the required Python packages:

    pip install -r requirements.txt
    
  3. Ensure Ollama is installed and running with the mistral-small or similar model:

    ollama run mistral-small
    

Configuration

Edit the config.json file to set your preferences:

Usage

Running as a Python Script

To analyze a GitHub repository:

python priscope.py https://github.com/owner/repo [-n NUMBER | -s SINCE] [-j]
  • Replace https://github.com/owner/repo with the target repository URL.
  • -n NUMBER specifies the number of recent PRs to analyze (default is 10).
  • -s SINCE analyzes PRs merged since this time (format: 2d, 3w, 1m for days, weeks, months).
  • -j generates a JSON report (optional).

Running with Docker

PRIscope can also be run in a Docker container for enhanced security and isolation. This method ensures that the script runs in a controlled environment with read-only access to the filesystem.

  1. Build the Docker image:

    docker build -t priscope .
    
  2. Run the container:

    docker run --rm -v $(pwd):/app/output:rw --read-only -u $(id -u):$(id -g) priscope https://github.com/owner/repo -n 5 -j
    

    This command does the following:

    • Mounts the current directory to /app/output in the container for report output.
    • Sets the container's filesystem as read-only for security.
    • Runs the container as the current user to ensure proper file permissions.

Output

PRIscope provides a color-coded console output for each analyzed PR:

  • Green: No issues identified
  • Red: Potential security risk detected

If the JSON report option is used, a detailed report will be generated in the current directory (or /app/output when using Docker).

Why Mistral-Small?

I recommend using the mistral-small model with Ollama for several reasons:

  1. It demonstrates strong capabilities in code analysis and understanding.
  2. It offers a good balance between performance and resource requirements.

However, you can experiment with other models by changing the model_name in the config.json file.

Contributing

Contributions to PRIscope are welcome! Please feel free to submit pull requests, report bugs, or suggest features.

Disclaimer

PRIscope is a tool designed to assist in identifying potential security risks, but it should not be considered a comprehensive security solution. Always perform thorough code reviews and use additional security measures in your development process.

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