🤖 AI Analysis

Final verdict: SAFE

The package shows no signs of malicious activity such as network calls, shell executions, or credential harvesting. The only notable point is the maintainer's limited package history, which slightly increases the metadata risk.

Low risk across all major categories
Maintainer has only one package, slightly increasing metadata risk

Per-check LLM notes

Network: No network calls detected, which is normal unless the package requires internet access for its functionality.
Shell: No shell execution patterns detected, indicating no immediate signs of executing system commands.
Obfuscation: No obfuscation patterns detected, indicating low risk.
Credentials: No credential harvesting patterns detected, indicating low risk.
Metadata: The maintainer has only one package, which might indicate a new or less active account, but no other red flags are present.

📦 Package Quality Overall: Medium (5.4/10)

✦ High Test Suite 9.0

Test suite present — 4 test file(s) found

Test runner config found: pyproject.toml
4 test file(s) detected (e.g. test_context.py)

◈ Medium Documentation 7.0

Some documentation present

Documentation URL: "Documentation" -> https://github.com/jenreh/appkit/tree/main/docs
Brief PyPI description (404 chars)

○ Low Contributing Guide 2.0

No contributing guide or governance files found

No CONTRIBUTING, CODE_OF_CONDUCT, or governance files found

○ Low Type Annotations 1.0

No type annotations detected

No type annotations, py.typed marker, or stub files detected

✦ High Multiple Contributors 8.0

Active multi-contributor project

3 unique contributor(s) across 100 commits in jenreh/appkit
Small but multi-author team (3–4 contributors)

🔬 Heuristic Checks

✓ Outbound Network Calls

No suspicious network call patterns found

✓ Code Obfuscation

No obfuscation patterns detected

✓ Shell / Subprocess Execution

No shell execution patterns detected

✓ Credential Harvesting

No credential harvesting patterns detected

✓ Typosquatting

No typosquatting candidates detected

✓ Registered Email Domain

No author email provided

✓ Suspicious Page Links

All external links appear legitimate

✓ Git Repository History

Repository jenreh/appkit appears legitimate

⚠ Maintainer History score 2.0

1 maintainer concern(s) found

Author "Jens Rehpöhler" appears to have only 1 package on PyPI (new or inactive account)

✓ Known CVE Vulnerabilities

No known vulnerabilities found in OSV database.

💡 AI App Starter Prompt

Use this prompt to build a project with appkit-mcp-commons

Your task is to create a simple yet functional application named 'MCPChat', which will serve as a basic chat server using the Python package 'appkit-mcp-commons'. This application will allow users to connect to a central server and communicate in real-time. Here’s a step-by-step guide on how to proceed:

1. **Setup**: Begin by setting up your development environment. Ensure you have Python installed along with the 'appkit-mcp-commons' package. Use pip to install the package if it's not already available.
2. **Application Structure**: Design a clean and modular structure for your application. Consider having separate modules for the server, client, and shared utilities.
3. **Utilizing 'appkit-mcp-commons'**: Leverage the shared base classes and utilities provided by 'appkit-mcp-commons' to handle common server operations such as connection management, message handling, and logging.
4. **Server Implementation**: Implement the server side of your application. This should include functionalities like accepting connections from clients, broadcasting messages to all connected clients, and managing user sessions.
5. **Client Interface**: Develop a simple client interface that allows users to connect to the server, send messages, and receive messages from other connected users.
6. **Security Features**: Integrate basic security measures such as authentication and authorization to ensure only registered users can communicate.
7. **Testing & Deployment**: Thoroughly test your application to ensure stability and functionality. Once satisfied, deploy your application to a cloud service or a local server.
8. **Documentation**: Write comprehensive documentation explaining how to set up and use the application, including details about the 'appkit-mcp-commons' integration.

Suggested Features:
- User registration and login system
- Real-time messaging with timestamps
- Ability to send private messages
- User presence indicators
- Logging of all activities for monitoring purposes

Remember to utilize the 'appkit-mcp-commons' package effectively to streamline your development process and enhance the robustness of your application.