AI Analysis
The package exhibits low risks in terms of network calls, shell execution, obfuscation, and credential handling. However, the metadata risk score is elevated due to the repository's lack of engagement and minimal author activity, raising concerns about potential malicious intent.
- Elevated metadata risk score
- Minimal author activity and repository engagement
Per-check LLM notes
- Network: The network call to localhost is likely for local health checks and not indicative of malicious activity.
- Shell: No shell execution patterns were detected, indicating no immediate risk from this aspect.
- Obfuscation: No obfuscation patterns detected, indicating low risk.
- Credentials: No credential harvesting patterns detected, indicating low risk.
- Metadata: The repository's lack of engagement and the author's minimal activity raise concerns about potential malicious intent.
Package Quality Overall: Low (4.8/10)
Partial test coverage signals detected
1 test file(s) detected (e.g. test_server.py)
Some documentation present
Detailed PyPI description (4154 chars)
No contributing guide or governance files found
No CONTRIBUTING, CODE_OF_CONDUCT, or governance files found
Partial type annotation coverage
16 type-annotated function signatures detected in source
Limited contributor diversity
2 unique contributor(s) across 43 commits in CSOAI-ORG/ai-gateway-mcpTwo distinct contributors found
Heuristic Checks
Found 1 network call pattern(s)
try: resp = urllib.request.urlopen("http://localhost:8000/health", timeout=2)
No obfuscation patterns detected
No shell execution patterns detected
No credential harvesting patterns detected
No typosquatting candidates detected
Email domain looks legitimate: meok.ai>
All external links appear legitimate
Git history flags: Repository has zero stars and zero forks
Repository has zero stars and zero forks
2 maintainer concern(s) found
Author name is missing or very shortAuthor "" appears to have only 1 package on PyPI (new or inactive account)
No known vulnerabilities found in OSV database.
AI App Starter Prompt
Create a Python-based mini-application named 'AI Navigator' that leverages the 'ai-gateway-mcp' package to streamline interactions with various AI models. The application should serve as a user-friendly interface for managing and utilizing different AI services efficiently. Hereβs a detailed plan on how to develop it: 1. **Project Setup**: Initialize a new Python project. Ensure you install the 'ai-gateway-mcp' package from PyPI. 2. **User Interface Design**: Develop a simple command-line interface (CLI) or a basic web interface using Flask. This will allow users to interact with the AI services more intuitively. 3. **Integration with ai-gateway-mcp**: - Use the 'route_request' capability to direct requests to appropriate AI models based on user input. - Implement a feature to list available AI models through 'list_models'. Display these options to the user in a readable format. - Integrate the 'cost_estimator' function to provide users with an estimate of the costs associated with their chosen AI model(s). 4. **Core Features**: - **Model Selection**: Allow users to choose from a list of available AI models and specify the type of task they want to perform (e.g., text generation, image processing). - **Request Routing**: Automatically route the user's request to the selected AI model via the 'route_request' functionality. - **Cost Estimation**: Before executing any task, provide a cost estimation for the user's convenience. 5. **Enhancements**: - Add support for user authentication and authorization to ensure secure access to the AI services. - Implement logging to track user activities and model usage for future analytics. - Develop a feature to save and manage user preferences, such as preferred AI models and cost thresholds. 6. **Testing & Deployment**: Thoroughly test the application for functionality and performance. Once satisfied, deploy it either as a standalone CLI tool or as a web application accessible over the internet. This project aims to showcase the versatility and ease-of-use of the 'ai-gateway-mcp' package while providing a valuable tool for anyone looking to explore and utilize AI services.