AI Analysis
The package exhibits a moderate risk due to potential for shell command execution and external network calls, despite no clear evidence of malicious intent. The low activity and newness of the maintainer's account add to the suspicion.
- moderate shell risk
- potential for network calls
- low activity maintainer account
Per-check LLM notes
- Network: The network call pattern suggests the package may be making external requests, but without more context, it's hard to determine if this is intended functionality or malicious.
- Shell: The shell execution patterns indicate the package runs external commands, which could be used for benign purposes like dependency management, but also pose a risk for executing arbitrary code, potentially leading to security vulnerabilities.
- Obfuscation: No obfuscation patterns detected, indicating low risk of malicious obfuscation.
- Credentials: No credential harvesting patterns detected, indicating low risk of malicious credential theft.
- Metadata: The maintainer has a new or inactive account and the repository lacks community engagement.
Package Quality Overall: Medium (6.0/10)
Partial test coverage signals detected
Test runner config found: pyproject.toml
Some documentation present
Documentation URL: "Documentation" -> https://github.com/cloudomate/aivg/blob/main/README.mdDetailed PyPI description (5032 chars)
No contributing guide or governance files found
Development Status classifier >= Beta
Partial type annotation coverage
311 type-annotated function signatures detected in source
Active multi-contributor project
4 unique contributor(s) across 100 commits in cloudomate/aivgSmall but multi-author team (3–4 contributors)
Heuristic Checks
Found 1 network call pattern(s)
ient": self._client = httpx.AsyncClient(base_url=self._base, timeout=self._timeout) return s
No obfuscation patterns detected
Found 6 shell execution pattern(s)
return ( subprocess.run( [str(self.venv_python), "-c", code],try: rc = subprocess.run( [str(self.venv_python), "-m", "pip", "show"try: subprocess.run( cmd_deps, capture_otry: rc = subprocess.run( cmd, capture_output=True,try: rc = subprocess.run( [ str(self.venv_python)try: rc = subprocess.run( ["hermes", "gateway", "status"],
No credential harvesting patterns detected
No typosquatting candidates detected
Email domain looks legitimate: cloudomate.com>
All external links appear legitimate
Git history flags: Repository has zero stars and zero forks
Repository has zero stars and zero forks
1 maintainer concern(s) found
Author "Cloudomate / AIVG contributors" appears to have only 1 package on PyPI (new or inactive account)
No known vulnerabilities found in OSV database.
AI App Starter Prompt
Your task is to develop a versatile mini-application named 'VoiceSatelliteManager' using the Python package 'aivg'. This application will serve as a command-line interface (CLI) tool for managing various voice satellites across different AI platforms, ensuring seamless integration and operation. Your goal is to create a user-friendly tool that allows users to manage their voice satellite configurations, status checks, and updates efficiently. The core functionalities of your application include: 1. **Voice Satellite Configuration Management**: Users should be able to configure settings for their voice satellites such as audio bitrate, language support, and integration with specific AI platforms. 2. **Status Monitoring**: Implement a feature that periodically checks the operational status of each voice satellite and reports back to the user through the CLI. 3. **Update and Maintenance**: Provide capabilities for users to update firmware, apply patches, and perform routine maintenance tasks on their voice satellites via the CLI. 4. **Platform Agnostic Interface**: Ensure that the application supports multiple AI platforms without requiring changes to the core codebase, leveraging 'aivg's platform-agnostic design. To achieve these goals, you will utilize the 'aivg' package as follows: - Use 'aivg' to establish connections with voice satellites across various AI platforms. - Leverage 'aivg' for configuration management, where you define and modify voice satellite settings programmatically. - Employ 'aivg' to monitor the health and status of voice satellites, including error detection and reporting. - Utilize 'aivg' for performing updates and maintenance operations on voice satellites, ensuring smooth operations and compliance with latest standards. Your final deliverable should include a well-documented CLI tool, complete with instructions on how to install and use it, along with a brief explanation of how 'aivg' contributes to its functionality.